{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CGANs - Conditional Generative Adversarial Nets\n",
    "\n",
    "Brief introduction to Conditional Generative Adversarial Nets or CGANs. This notebook is organized as follows:\n",
    "\n",
    "1. **Research Paper**\n",
    "* **Background**\n",
    "* **Definition**\n",
    "* **Training CGANs with Cifar-10 dataset, Keras and TensorFlow**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Research Paper\n",
    "\n",
    "* [Conditional Generative Adversarial Nets](https://arxiv.org/pdf/1411.1784.pdf)\n",
    "\n",
    "## 2. Background\n",
    "\n",
    "**Generative adversarial nets** consists of two models: a generative model $G$ that captures the data distribution, and a discriminative model $D$ that estimates the probability that a sample came from the training data rather than $G$.\n",
    "\n",
    "The generator distribution $p_g$ over data data $x$, the generator builds a mapping function from a prior noise distribution $p_z(z)$ to data space as $G(z;\\theta_g)$.\n",
    "\n",
    "The discriminator, $D(x;\\theta_d)$, outputs a single scalar representing the probability that $x$ came form training data rather than $p_g$.\n",
    "\n",
    "The **value function** $V(G,D)$:\n",
    "\n",
    "$$ \\underset{G}{min} \\: \\underset{D}{max} \\; V_{GAN}(D,G) = \\mathbb{E}_{x\\sim p_{data}(x)}[log D(x)] + \\mathbb{E}_{z\\sim p_{z}(z)}[log(1 - D(G(z)))]$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Definition\n",
    "\n",
    "Generative adversarial nets can be extended to a **conditional model** if both the generator and discriminator are conditioned on some extra information $y$. \n",
    "\n",
    "* $y$ could be any kind of auxiliary information, such as class labels or data from other modalities. \n",
    "\n",
    "We can perform the conditioning by feeding $y$ into the both the discriminator and generator as additional input layer.\n",
    "\n",
    "* **Generator**: The prior input noise $p_z(z)$, and $y$ are combined in joint hidden representation, and the adversarial training framework allows for considerable flexibility in how this hidden representation is composed.\n",
    "\n",
    "* **Discriminator**: $x$ and $y$ are presented as inputs and to a discriminative function.\n",
    "\n",
    "### Network Design\n",
    "\n",
    "<img src=\"../../img/network_design_ccgan_cifar.png\" width=\"600\"> \n",
    "\n",
    "\n",
    "### Cost Funcion\n",
    "\n",
    "$$ \\underset{G}{min} \\: \\underset{D}{max} \\; V_{CGAN}(D,G) = \\mathbb{E}_{x\\sim p_{data}(x)}[log D(x|y)] + \\mathbb{E}_{z\\sim p_{z}(z)}[log(1 - D(G(z|y)))]$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Training CGANs with CIFAR-10 dataset, Keras and TensorFlow\n",
    "\n",
    "A CGANs implementation using the transposed convolution and convolution neural network, concatenate layers and the [Keras](https://keras.io/) library.\n",
    "\n",
    "* **Data**\n",
    "    * Rescale the Cifar-10 images to be between -1 and 1.\n",
    "    \n",
    "* **Generator**\n",
    "    * Use the **inverse of convolution**, called transposed convolution.\n",
    "    * **LeakyReLU activation** and **BatchNormalization**.\n",
    "    * The input to the generator are the **normal distribution** $z$ and $𝑦$. They are combined in joint hidden representation.\n",
    "        * Concatenate($y, z$).\n",
    "    * The last activation is **tanh**.\n",
    "    \n",
    "* **Discriminator**\n",
    "    * Use the **Convolutional neural network**.\n",
    "    * **LeakyReLU activation**.\n",
    "    * The input to the discriminator are $x$ and $y$. They are combined in joint hidden representation.\n",
    "        *  Concatenate($y, x$).\n",
    "    * The last activation is **sigmoid**.\n",
    "    \n",
    "* **Loss**\n",
    "    * binary_crossentropy\n",
    "\n",
    "* **Optimizer**\n",
    "    * Adam(lr=0.0002, beta_1=0.5)\n",
    "\n",
    "* batch_size = 64\n",
    "* epochs = 100\n",
    "\n",
    "\n",
    "### 1. Load data\n",
    "\n",
    "#### Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:41.644525Z",
     "start_time": "2018-08-07T14:09:41.292212Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:43.031779Z",
     "start_time": "2018-08-07T14:09:41.646676Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.datasets import cifar10\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers import Dense, LeakyReLU, BatchNormalization\n",
    "from keras.layers import Conv2D, Conv2DTranspose, Reshape, Flatten\n",
    "from keras.layers import Input, Flatten, Embedding, multiply, Dropout\n",
    "from keras.layers import Concatenate, GaussianNoise,Activation\n",
    "from keras.optimizers import Adam\n",
    "from keras.utils import np_utils, to_categorical\n",
    "from keras import initializers\n",
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Getting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:43.248299Z",
     "start_time": "2018-08-07T14:09:43.033962Z"
    }
   },
   "outputs": [],
   "source": [
    "# load dataset\n",
    "(X_train, y_train), (X_test, y_test) = cifar10.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore visual data\n",
    "\n",
    "The CIFAR-10 images are RGB with 10 classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:43.723271Z",
     "start_time": "2018-08-07T14:09:43.251068Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = len(np.unique(y_train))\n",
    "class_names = ['airplane','automobile','bird','cat','deer',\n",
    "               'dog','frog','horse','ship','truck']\n",
    "\n",
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(num_classes):\n",
    "    ax = plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    idx = np.where(y_train[:]==i)[0]\n",
    "    features_idx = X_train[idx,::]\n",
    "    img_num = np.random.randint(features_idx.shape[0])\n",
    "    img = features_idx[img_num,::]\n",
    "    ax.set_title(class_names[i])\n",
    "    plt.imshow(img)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reshaping and normalizing the inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:43.728440Z",
     "start_time": "2018-08-07T14:09:43.725245Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (50000, 32, 32, 3)\n",
      "50000 train samples\n",
      "10000 test samples\n"
     ]
    }
   ],
   "source": [
    "print('X_train shape:', X_train.shape)\n",
    "print(X_train.shape[0], 'train samples')\n",
    "print(X_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:45.717030Z",
     "start_time": "2018-08-07T14:09:43.730933Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train reshape: (50000, 32, 32, 3)\n",
      "X_test reshape: (10000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "if K.image_data_format() == 'channels_first':\n",
    "    X_train = X_train.reshape(X_train.shape[0], 3, 32, 32)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 3, 32, 32)\n",
    "    input_shape = (3, 32, 32)\n",
    "else:\n",
    "    X_train = X_train.reshape(X_train.shape[0], 32, 32, 3)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 32, 32, 3)\n",
    "    input_shape = (32, 32, 3)\n",
    "    \n",
    "# convert class vectors to binary class matrices\n",
    "Y_train = np_utils.to_categorical(y_train, num_classes)\n",
    "Y_test = np_utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "# the generator is using tanh activation, for which we need to preprocess \n",
    "# the image data into the range between -1 and 1.\n",
    "\n",
    "X_train = np.float32(X_train)\n",
    "X_train = (X_train / 255 - 0.5) * 2\n",
    "X_train = np.clip(X_train, -1, 1)\n",
    "\n",
    "X_test = np.float32(X_test)\n",
    "X_test = (X_test / 255 - 0.5) * 2\n",
    "X_test = np.clip(X_test, -1, 1)\n",
    "\n",
    "print('X_train reshape:', X_train.shape)\n",
    "print('X_test reshape:', X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:45.723746Z",
     "start_time": "2018-08-07T14:09:45.720020Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "print(X_train[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Define model\n",
    "\n",
    "#### Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:46.613732Z",
     "start_time": "2018-08-07T14:09:45.726611Z"
    }
   },
   "outputs": [],
   "source": [
    "# latent space dimension\n",
    "z = Input(shape=(100,))\n",
    "\n",
    "# classes\n",
    "labels = Input(shape=(10,))\n",
    "\n",
    "# Generator network\n",
    "merged_layer = Concatenate()([z, labels])\n",
    "\n",
    "# FC: 2x2x512\n",
    "generator = Dense(2*2*512, activation='relu')(merged_layer)\n",
    "generator = BatchNormalization(momentum=0.9)(generator)\n",
    "generator = LeakyReLU(alpha=0.1)(generator)\n",
    "generator = Reshape((2, 2, 512))(generator)\n",
    "\n",
    "# # Conv 1: 4x4x256\n",
    "generator = Conv2DTranspose(256, kernel_size=5, strides=2, padding='same')(generator)\n",
    "generator = BatchNormalization(momentum=0.9)(generator)\n",
    "generator = LeakyReLU(alpha=0.1)(generator)\n",
    "\n",
    "# Conv 2: 8x8x128\n",
    "generator = Conv2DTranspose(128, kernel_size=5, strides=2, padding='same')(generator)\n",
    "generator = BatchNormalization(momentum=0.9)(generator)\n",
    "generator = LeakyReLU(alpha=0.1)(generator)\n",
    "\n",
    "# Conv 3: 16x16x64\n",
    "generator = Conv2DTranspose(64, kernel_size=5, strides=2, padding='same')(generator)\n",
    "generator = BatchNormalization(momentum=0.9)(generator)\n",
    "generator = LeakyReLU(alpha=0.1)(generator)\n",
    "\n",
    "# Conv 4: 32x32x3\n",
    "generator = Conv2DTranspose(3, kernel_size=5, strides=2, padding='same', activation='tanh')(generator)\n",
    "\n",
    "# generator = Model(inputs=[z, labels], outputs=out_g)\n",
    "generator = Model(inputs=[z, labels], outputs=generator, name='generator')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:46.621271Z",
     "start_time": "2018-08-07T14:09:46.615794Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 100)          0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 10)           0                                            \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 110)          0           input_1[0][0]                    \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 2048)         227328      concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNor (None, 2048)         8192        dense_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)       (None, 2048)         0           batch_normalization_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "reshape_1 (Reshape)             (None, 2, 2, 512)    0           leaky_re_lu_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTrans (None, 4, 4, 256)    3277056     reshape_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_2 (BatchNor (None, 4, 4, 256)    1024        conv2d_transpose_1[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)       (None, 4, 4, 256)    0           batch_normalization_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTrans (None, 8, 8, 128)    819328      leaky_re_lu_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_3 (BatchNor (None, 8, 8, 128)    512         conv2d_transpose_2[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)       (None, 8, 8, 128)    0           batch_normalization_3[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_3 (Conv2DTrans (None, 16, 16, 64)   204864      leaky_re_lu_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_4 (BatchNor (None, 16, 16, 64)   256         conv2d_transpose_3[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)       (None, 16, 16, 64)   0           batch_normalization_4[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_4 (Conv2DTrans (None, 32, 32, 3)    4803        leaky_re_lu_4[0][0]              \n",
      "==================================================================================================\n",
      "Total params: 4,543,363\n",
      "Trainable params: 4,538,371\n",
      "Non-trainable params: 4,992\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:47.047569Z",
     "start_time": "2018-08-07T14:09:46.623744Z"
    }
   },
   "outputs": [],
   "source": [
    "# input image\n",
    "img_input = Input(shape=(X_train[0].shape))\n",
    "\n",
    "# Conv 1: 16x16x64\n",
    "discriminator = Conv2D(64, kernel_size=5, strides=2, padding='same')(img_input)\n",
    "discriminator = BatchNormalization(momentum=0.9)(discriminator)\n",
    "discriminator = LeakyReLU(alpha=0.1)(discriminator)\n",
    "\n",
    "# Conv 2:\n",
    "discriminator = Conv2D(128, kernel_size=5, strides=2, padding='same')(discriminator)\n",
    "discriminator = BatchNormalization(momentum=0.9)(discriminator)\n",
    "discriminator = LeakyReLU(alpha=0.1)(discriminator)\n",
    "\n",
    "# Conv 3: \n",
    "discriminator = Conv2D(256, kernel_size=5, strides=2, padding='same')(discriminator)\n",
    "discriminator = BatchNormalization(momentum=0.9)(discriminator)\n",
    "discriminator = LeakyReLU(alpha=0.1)(discriminator)\n",
    "\n",
    "# Conv 4: \n",
    "discriminator = Conv2D(512, kernel_size=5, strides=2, padding='same')(discriminator)\n",
    "discriminator = BatchNormalization(momentum=0.9)(discriminator)\n",
    "discriminator = LeakyReLU(alpha=0.1)(discriminator)\n",
    "\n",
    "# FC\n",
    "discriminator = Flatten()(discriminator)\n",
    "\n",
    "# Concatenate \n",
    "merged_layer = Concatenate()([discriminator, labels])\n",
    "discriminator = Dense(512, activation='relu')(merged_layer)\n",
    "    \n",
    "# Output\n",
    "discriminator = Dense(1, activation='sigmoid')(discriminator)\n",
    "\n",
    "discriminator = Model(inputs=[img_input, labels], outputs=discriminator, name='discriminator')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:47.055969Z",
     "start_time": "2018-08-07T14:09:47.049987Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_3 (InputLayer)            (None, 32, 32, 3)    0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 16, 16, 64)   4864        input_3[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_5 (BatchNor (None, 16, 16, 64)   256         conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)       (None, 16, 16, 64)   0           batch_normalization_5[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 8, 8, 128)    204928      leaky_re_lu_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_6 (BatchNor (None, 8, 8, 128)    512         conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)       (None, 8, 8, 128)    0           batch_normalization_6[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 4, 4, 256)    819456      leaky_re_lu_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_7 (BatchNor (None, 4, 4, 256)    1024        conv2d_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)       (None, 4, 4, 256)    0           batch_normalization_7[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_4 (Conv2D)               (None, 2, 2, 512)    3277312     leaky_re_lu_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_8 (BatchNor (None, 2, 2, 512)    2048        conv2d_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_8 (LeakyReLU)       (None, 2, 2, 512)    0           batch_normalization_8[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "flatten_1 (Flatten)             (None, 2048)         0           leaky_re_lu_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 10)           0                                            \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 2058)         0           flatten_1[0][0]                  \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_2 (Dense)                 (None, 512)          1054208     concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "dense_3 (Dense)                 (None, 1)            513         dense_2[0][0]                    \n",
      "==================================================================================================\n",
      "Total params: 5,365,121\n",
      "Trainable params: 5,363,201\n",
      "Non-trainable params: 1,920\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Compile model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compile discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:47.099330Z",
     "start_time": "2018-08-07T14:09:47.058350Z"
    }
   },
   "outputs": [],
   "source": [
    "# # Optimizer\n",
    "discriminator.compile(Adam(lr=0.0002, beta_1=0.5), loss='binary_crossentropy',\n",
    "                      metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combined network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:47.820259Z",
     "start_time": "2018-08-07T14:09:47.101611Z"
    }
   },
   "outputs": [],
   "source": [
    "discriminator.trainable = False\n",
    "\n",
    "label = Input(shape=(10,), name='label')\n",
    "z = Input(shape=(100,), name='z')\n",
    "\n",
    "fake_img = generator([z, label])\n",
    "validity = discriminator([fake_img, label])\n",
    "\n",
    "d_g = Model([z, label], validity, name='adversarial')\n",
    "\n",
    "d_g.compile(Adam(lr=0.0004, beta_1=0.5), loss='binary_crossentropy',\n",
    "            metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-07T14:09:47.827519Z",
     "start_time": "2018-08-07T14:09:47.822279Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "z (InputLayer)                  (None, 100)          0                                            \n",
      "__________________________________________________________________________________________________\n",
      "label (InputLayer)              (None, 10)           0                                            \n",
      "__________________________________________________________________________________________________\n",
      "generator (Model)               (None, 32, 32, 3)    4543363     z[0][0]                          \n",
      "                                                                 label[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "discriminator (Model)           (None, 1)            5365121     generator[1][0]                  \n",
      "                                                                 label[0][0]                      \n",
      "==================================================================================================\n",
      "Total params: 9,908,484\n",
      "Trainable params: 4,538,371\n",
      "Non-trainable params: 5,370,113\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "d_g.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Fit model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-08T00:30:20.584478Z",
     "start_time": "2018-08-07T14:09:47.830017Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 1/100, d_loss=0.291, g_loss=4.552                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 2/100, d_loss=0.293, g_loss=1.074                                                                                                                        \n",
      "epoch = 3/100, d_loss=0.658, g_loss=3.456                                                                                                                        \n",
      "epoch = 4/100, d_loss=0.977, g_loss=2.526                                                                                                                         \n",
      "epoch = 5/100, d_loss=0.327, g_loss=3.064                                                                                                                         \n",
      "epoch = 6/100, d_loss=0.417, g_loss=2.567                                                                                                                         \n",
      "epoch = 7/100, d_loss=0.235, g_loss=5.728                                                                                                                         \n",
      "epoch = 8/100, d_loss=0.646, g_loss=3.021                                                                                                                         \n",
      "epoch = 9/100, d_loss=0.314, g_loss=5.220                                                                                                                         \n",
      "epoch = 10/100, d_loss=0.205, g_loss=4.469                                                                                                                         \n",
      "epoch = 11/100, d_loss=0.320, g_loss=3.212                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 12/100, d_loss=0.464, g_loss=4.647                                                                                                                         \n",
      "epoch = 13/100, d_loss=0.428, g_loss=3.149                                                                                                                         \n",
      "epoch = 14/100, d_loss=1.860, g_loss=1.357                                                                                                                         \n",
      "epoch = 15/100, d_loss=0.236, g_loss=14.140                                                                                                                        \n",
      "epoch = 16/100, d_loss=0.181, g_loss=2.727                                                                                                                         \n",
      "epoch = 17/100, d_loss=0.176, g_loss=0.829                                                                                                                         \n",
      "epoch = 18/100, d_loss=0.168, g_loss=1.204                                                                                                                         \n",
      "epoch = 19/100, d_loss=0.167, g_loss=1.351                                                                                                                         \n",
      "epoch = 20/100, d_loss=0.164, g_loss=16.118                                                                                                                        \n",
      "epoch = 21/100, d_loss=0.173, g_loss=8.197                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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/JW0NYZnhBuZyqzmBEzv1FKnsVGeZfF8Rvi9r6WTfiVf6e69QZqU6W6Ce1Av7Zk2eQzcya7YcUZ8X9a8JMjwfMfGwrqyvOj1PbWxVT2UmMGv0dCCTHk3/034vACChFoUx5Txyer+U3RdyyUWppiyflGhiVpvUwC4ty+/EGJu/b/9yUiV2eWXmeXY9jarHQ2Ixz+e3lBVHQdcUzFMz83610rMCJLumNOlYZvR6XOu0nFCtmo+rCi6r9Ubt/TVqpm7vLxqeiL7ieAcbnn5eLWi1UFQ5wFwxo+x0UA4ODg4OL2TsBQdlMKWC4mV71ZaJH4epH7kH7G5tCfTxspxMVedEIvNKQZQwDr29y6yRjKUES1krqy8qdiXo6u0GALQmyQn86SEmqf30ld8BAKy94aaSe6+5/2cAgAX/SyurgVH67tTV8He9jtdbX3UMACC7g/5EFx73OgBAw9FLAQAHvPJvwjYYnU3xpBWaK52ojnu7+6hb+NuvvAcA0CL92D5SnHG6AjAosRCyHu+iRHrNfFL6xx7WDAAY8vi7rUZ1Ky2Flxw/gPRb27m08DI9FK6nurWystdlg1BYpsGoOstTylJ2cFLmcqXvc1rUpHUrykxaqvIw1EH5HjvlxVTHpFE2bOSNRJLHbFadNq0hrFecFFp1EtYxt0xyUD6gxlrmRtRiMOB9EXUOLnhMKqUe+reKnmdbi63eTITv3SQpIUDEOsip75odaFMeBaeCMPS7s4Z0Uu6Yq+2vUy5nWD/0SFK/+yK1bajf0TJJFQBklVWM66fox3l94XLWuUs/O8vU2p3ACkpiOmhNdt1UDqpNn721r9AG/YQQKIsU1d+2nTYgi33NsUjBH3gqOA7KwcHBwaEqsZccFNF94lUAgPn3v7u0SCj4P1GPD8z8MWFd5WZ604S9rcn6UEwvtEbps+0fH9Hjt2ZexxQIjIQhjix3k9fYVVENeRNSWCi1QMv5Y2E9rbXUpaR9kjY3/5Ic1Lo//L6kbgv7s3OE41IbJZdQeyDrSWZISm1aSFn9WYeTLf7FA78AAKSe5/mTBv4Q1vnq018FAGhRMmu0n/2oyZHivfobDHXVP8hIIwMo1aNVBAISwdZXSb3X7ZSsSfL3h15Pyn67IcfYrXqlwabCPDv3AsaHPPwE+u98+C8MNtn3BK+X+3LYWHy+TjWrNlp4LMd0cIhcqBm1PljaRmthlZkkLlp+7pzkjCnonPJpds5yUBGdixE/XigMwFMuoCZ6UFhPXLkwP9oFAMgOMw5nEFrUWcvLUkeybJ7PtD5rQYLvLMiSy7EWhEbnsES4rOUzet2alQFAwDLpjIZmCnq12cqamjLF4n5EaEFnv/vQ8Fg5JatL0/kUaNNi1mULQFStKzPqbhbXOZdghC/UZqyvHss1K3eTV0lBv8ZPHbXP0KGKK+fUsZAVjikjnNTy9UXim7pG1tWj0qqs/eb0upT5Sc2EK3IclIODg4NDVWIvOKjCnrb17nMAABqxrkhFY6PwPbeXzSpG9z7evxec0x64ogJ17Im0MXjWz2G5UptxpRAzSknXRqwVEsuLuncHPsmcXK4QVDRuXciHee76+38EAKiLk4Mczqg/ihaLqsD+gAMYnPdlHZTNn3DuGwEAGx59CADwyvNWAACObeZb9pvey+dt57vdvq0gEO97bhMAIJtaDADY9gtGpO/a0QkAuPK6K1HciP1hJ+W1CpIXxIE/azyw55TrVGslf5i/ex4nVzS2jPedf8bJAIDFx78nrGtZ7WoAQNb8GQDwoWW89r3zWceWG0jSWusky3vFVXeQiPJ9jT5D6jyv1GxyAcnTmijfY3+nBl7NleoiAIQRhM0sW++FEPCTFxvIVE/bqNiWMo8r96KrQD7G+bKs8YCwqpctZzaD4a4NAIB1qq8aDfiNDuY5DplAv3krPVElh2dDLKhZmOfxmfE4525Sg/nmcxzXSKCBbPOF6BBegkqaQDmnkLw3lfXHmw5s98I3W+azZP27vHoWjFkdlVdYaRfS6Ba9ykE1pVgmoRzSQfN5fOJZU/IsG6WifSGPz23l9ZjqrBa38ZmHd/D+DfrsOlUe9RYxpQfSEBhdj6vOWZeliA13aZlSPS5sBnb1Y1pwHJSDg4ODQ1Vin/ygjo2TUg79v7sYWTzSfu0+NaoUbRWsa2+xf+T/o9kAD+4YQ7eafa2I06RmVw8pviMPoCA5ppZSXoQkSDZNumLdxufDugbvp1nONXeQyt/5DLmWaCPvrVVznjH1yk9EyVkNplnnLtXB/Onu+3j/VupLkr+i3qj9HOpR4ulHAADrA/WfSm0J27D2DpJlx53BOofW3w8AOGCM7T1BqHP47TTGZm9h0oD/lIGoF3u8lf33e9mmsVG+y/94ghxUbqtyo2Y9AOA9x64J6/JVzzI0/CcAwA3Xs+zb338kAKDbZ99/ci+507F+Xq9t4DMX6nvdtInnVZUCGVauSIOxJaI2kgBRV1+gG5PzWUdPDcc2/4ySrpYU3u+MlUAkAgkjb3AexZUcro8xtc7yKJUUPQ0st6aN0pVXH352WNMq9XuKrmTZJww5yeUNTCj3g26O8x92/z58NgBEonF9pvryqGlZkCbnVLeMY5MdoW6rwSM7kY5aX6zlYRtyRq34alcAAIaGn+Fv0fQTphISl2lAihll5UZDpyUeBtTSrq6N86nGSloaCpKTuohaOqrDUr3efOhKcptnHM57Fq3g+9qsXH9cOaTVWn5Y72/p4XHNKl5fqJKZMfUbHFJV3bLWwpqYUIa3oVn1YbqWBPXaXhvNXPViCwToHsK04DgoBwcHB4eqhNugHBwcHByqEjMW8RkYBKA45MRPvwIA8Mjl1HhdQl0yrmj/x5J77lZ28tTeyeQR2/X4Zj3eW3bdatrKm2wFI9fr0Wrv3rpHy4npiOvKyhrlR4NMRc1QUyaLh9NbkHjmMQDAtgjDEC3soagjv/x8AEBEU4aMKX992z00YPjkxz8d1tU1vFErVdNzHaZWjyLSkSRtQBfUUfwxbwlFHbkB9jUFilFWL6V5+WCCCujbn6CY7uZbHgcA1HZQydw2QCOJRL4gElnWuBIA4B9MBflgmu194kn250+jpakMBJU3lDAZg/xzecgw51pMHRSto25kCX+fqGlc1vns589+vRkAcMWPjgzrOvlEjt2O3QyHsyOn9NyvON//5gSO5YmvoshJNlPW0bmLg39whKKn5FKW260BOjs30RVgrCzdtjU7HxwtjEo2xjFsu4Ii1r6v8Nm5+7XM/hbxGQMTBKFTradiKC+wTuQ0NqiPUYx24gqG0DrsaBqdzB8puELEIjTIaR5aAgA4ZDVlWEGG39fFSyg2Htm4AgCwq1cNcYbuAQC01HBeHdNBsWFaTe+fzqnd/zDrGcxQPF3jUaaUMj1hGxprDgQA1C1laK+RToqdM+m/THNAKoRiZ3L1gbAm4r4aQUTCBID8wxo+9AwVDDqGVeznqQ3UAnW03foQJ/ygOtwGDSq6W8PfmzUc0SGr+LvlCJ2zGgT44adZvmlERXy6TljH33XPFyaezfGZV0+DxWqY0T3Ee1TKjkG1cTluObBp955DMh4cB+Xg4ODgUJWYMQclEERwCADg7I9Tqf/I5bz2bTJUuCLcXLm1ntp18jg13a1HUkP+35FS/G8lst/3P+Ucj9Wqkds46Hw6hT5H4hwlUf0BBIENwWPv36bH7UWlLtHjWtaxmw3Pqt18okedfBvYj8xB8TDcTUUwAgT3Aek8By6z6bsAgDs2kqpbdgIdRed5CwAAQ5t+BQC46Wccg+5UwUgiZCRrSa4saqQBy9KjjgMA9CgX0HEoTX1fcehhAID7n70BAFCXY2TK0449j89+nFTot+8gt5YY4buWLpI+SeVIzm9eGTZhLEuF+fCjpKYPGX45AODeNDmL0aCUK94v4Th9IBgCoIR7frRU8ZxXyu2GPs63VJoTJ9DwO5lcgTq9dQe5lWZVCF90NDmA9tM4QR59kgF4X3Malf6v/8wnAQB3PvRLAMAjP2Ld3/iXTwEAutTE/YS//jDbUh78N7Q2KpxL9anC+dfkwuIe30u+Vbmvzv0yinu0yzrehpyoujwkwL4Hwvl29JEMIbSkUY0OOgfDehrVsbaukfMhqWbm9Uu4DA2kSIL/xxGc72s3kTO94mnO9+PinLMfOZaSht4uLhb3PM338D+jTwIAWtPkmIbBY940hm3IqBMpEnQgjuQ0pYcmRTQVcUuZBorDL2mTbASshBok2IDGcb0+OrSne4adH21qgNCkXH5Kl66NuqbVah1HaCikNW9kuSPGlAPT9zW/hi94fj2PT97D9W5Ev5uBXj4vUxTjObBrjx6blZNadDTrTj3Je3rUmOLmLcBggbGeFI6DcnBwcHCoSuyFDqqw+X+pjRTQl/fY5+yWyl35k59kqKNLv1HYNttwiv7Fc5HvfR4AcPMQwwm9T3VOOUPKPRFRtkYpgGPeou2xGaXLOCg/T13WJd4HAQA/iJ0FADgg/92wzHoh5fUpDWHk1zKk0ddXk9y48yQez7jG9r2yASQHc934w7bvo/kpkiPDh5CTOjJJh9df301KfNvP6Nj4eBf1TNuUI2nwCib48WbqNRY3MohrczsFvidouoz7RtmXt72mneXqSFX2D5ErWByn8Hr18XROfeS52wEArUpRdXcrJax6lA4l47yxAoX8phyfeV+EuoSa3aRoX2lo8v7l6QzKviIm8JZGEWwse1dWZaOJMnvHSpU3yRZ+Ci01BWq7Mcf3cpROveNXs6+Lt3POLtjCSffmb14KAKipIxfR9Hty+289kc+Y/8ozAAAD9/0cAOAHM+B6tGj6ZpUA9O5/jqkUAhEJww+JeniKsYFMOUY7RshpZ7reBgAwtcqRjBSCxdYk+C3Xd1GREW3UdUN1cu2DdHHIGM6jU4Qf+415UvEnjFHXVN9JzrZmkG3xu1TiMMp59qQ63Tbq8jaAQkDimizNynd20vk+MOTCgtninABAAIkXUlnkbSgg/Z1Rp3Kr7ws0kHGdpsTwi3SUEQ17VHsw+3pgu3JQW1lpkzoir9OVfo1O75RyVo0Hadi0Ffxdp5KEoV0c8xoVGK1VTk0jqSFTJEgK49XqJ7VW52j8MXWfsPco991nisI8TQHHQTk4ODg4VCX2QgdVBKMpGvSntdEy/msAANsyVBDdqHddjoeKbmaMGQOyQp/eSYfQGzQ6Uv+ppMDOuYpb7TzlYnZf+A0AgAdSW6f93/8CAO55vVar8s9vRq8DAPzgXB6jGnHlWbm4qA1/BQC4DNS7NCiX0fg/Gmr+NFIfD3/uEwCAsy69EoN3V47SkkFB9JYkehYxEGvjRnZ+eDnl49/8198AAEa61UJPrXsa6mkF5dUWONLGGDknrz2rvym/71hOef4TT24GANR2kYOSBMs9dhN1gZlV1E0tatkKAHjuF0zPMaKUkw21M1xmcbY0KMyIR/vIMR3STQr58b7fAQBW1bPuZr2pZ9xoqJWBSASxWCtytdQ/BCkbosdm2Cs5QHRMazQC58hIIZ+FDbD7l+2cB7t+TRLwY5/iZ7NiGTnYRC05pyB/BwAgNkAK/+A3UT8X0RA9n/7rL2i9e9GxftX1+c/bhuuF/WzGJwIvkiwENFYyOafPDzTHSirG9j05oHqmfpZrby/QwL0RftOReo5HrJPcVTJBTnR0mGXnLaIuc2w3HW8P0TkWM+Soahdy7Rh6nqG05uvCo5GkcJR1urV6RXXOBYAxGwU1bcOG0Uq1LHPKfoVEgGidIG51jfoKo8pWaIxbqIoOja0crwX1Gr6rv+Com1X2K9/JhW8s4O+cOqqPatitl7XzWK/vL69jLSppWbqUeuNAdcxpbcQOHZB5Wk+mhidGioyZbXoNozlWfLU6tPqxSNngzkSA4DgoBwcHB4eqxD6mfCel0q9cywNqQfI/H+X5133j/wEA3vNFHr1Q7wQApDZFOaEvLT4VAPCFhbQqu6yPuqL73kkLu1E5UOv4qN7PoKY/O52/VljKWKmSS/+GlNLV11GB8KPkar2vuMuteuZMAMDvM8xVv+hksltLA/pf1B9ESu8P/9CHdzx7PSqFunmC497j4awHbgQA9B98EQBgw41MaTGoQTWNsSkjNPQ8kRXUAAAgAElEQVT9mJrUjBXi7mejmwEA6TGSMw0LWLZnA+u47RnK7x/6F+rk3nYyLeye6iGVmhokt3v7BvqD9HQNaH0qow8D1nKgH1AKOl1EwR+t+okVHutqiZIyXpsnN9a7HzmnENk8/M3d8HI2OGYZy1QGmzxvRGOvZIvamC1E7QRQ4B5/u4NcdM191Kl8/0m+tw8cwjH5yd0kL6+//mkAwF1D5Aie65q8/5NS8fnnS3/vU/74mcAAJotoVFNcRPn9+GnOi7jmFDl4yasBAB3zOwAAUU1gOJgq6PTqF3Ch6FPuymtlHdEnSa1HhJFLvW08n/X5rO2ehufJc65uuv3/AABP7aRk4QfqAzhkrH6MbTrTo2wn8Ap0+KCS77uCm/RM3vZy1mACulSGsXB1SdJ8hNBuY9liFlimeqIlur7u2FRQAA1psObn9X0cpFa8vVs4xkcsU1+kDO89SMMRPUx1HbI7eP/OBurj6wb5Lv5wJ5+xXYPI2jjG52jCw2usUTSArOrMsjaRvU0jUxaVy2Im/o+Og3JwcHBwqErsGwelNF90DXUhP3n8bwEA828nNXXhgg8AAH7XfbWWLugrDE4vO0duJVBP5lOFep/+vlsBAA0tp7GYpmg2YOqGJTGeX1DLxHmdciev/55BUz/8A3q2H3ngEaz//MJ+7mn3xZCrOHsV9VsXX03uYWWSVKN34H8DAK658TFsGSyNhrAvSGTqcdCGVyCSIuV4xDCpzZ+vo7+QCcpTAKj8OG/D2hdMF41SV5ksy2zZQR3Mtep8MKJmN0MauPG7t/MZQ5raegS0xlo+n22JjmqKCKU4a/U91Wv69nM17fZVfoGau0mTwMV/wfFqVwuvXg12OxtUqjFAPhuETiUTMW3hTFROJBeeL9xgyv7IaHrs397O0oGmF/Ae5hiuuIBj8pimtt/2lOoUrPprigFoUq5jID1O6ofZNt4LnytAEIHoXAw0MoH49p3y/OGJFQCAhgT97XJZ6joj7QWdXo9GQulLU9+cfZbfWSpFK7y2Aeoum4S+in05risP6zy63ed8v2sDU8mssZE9NMDrieD9FyUpGVmTZODfMZtMEcBrRykhMIHNdT77AyseIAlAY+CG1m9GI2N0vIL9+uuTKYlqbqYEp7WeY963u6CD+tN6jndK/eHWPajpZFq1X/q+FmrA5nlHsa7jFunS38exe+ZRteJ7mnN555jObdWHtSk3t+Z4PntlorCOPvGozg1dlybUMelH53mFPk8Fx0E5ODg4OFQl9pGDUjxCyuULrfT3GD3rrwEAJ51Jv55ExMooC9tmfIK90Wj6h1c2sc4IXgsAeDD7nwCA4yNv0PO0WpP4xwEAT2xjeP+F7Yxa4X3tawCAlrO5baeXUxfzb6p3AoDPaffPNPQ3sjv/f75d44u9fx2ftYXWfpFTH0Pmt5smGYiZYdh04/bgv/DIfUxh0fTsMQCAh/t7JrhDvb7D1O8FytD4JHW6B0mlDgg5vY56Tdpmy+lxwM8U1VjQMWGYz84oZxTGidPUBZ895WgAQGQ99QGDXbvCNowqNxLkaMW2JTTbqWD0jalgAJMzUxLGhTglyo3qSExG2Nl7alWtktVjcDLvvelpTd2hHvO211NxTglNSxDErNPT5OVnFwECk8VYjt+leKSg45pEMBporMAoLTgPzNEiNtfK+fJ8d6Hzu/qYnmT907Sc88c4UIlR6lRjGmmiJyDn1K8x+tZrOva86ot60uR+ulWJc7B+B5/SVCArEvTF8pJsY3ff1rAN2TDx4xwlgATng/ELkhBflTb1amDYqB/jwma2Mb2QY75arXsTh+4I68pScATf55rw3AjHxMa/69G4eP29Gjuxn+WWxmkR2e9xlj74R3KnnRvUd0+Z+EUH8b7FLay3Xidzc19BGibWTC83/kS3OimbZ3FhHOjKjFt0DzgOysHBwcGhKlEZDkrReOjnAABf+hkjMnz1q6TGPfVmNua+sKwPRhuISLue0R2+h5HQh9s+AwBoreH1ntgPAABjwd8DAGrUUiwIbgEA7Ghk9PLvHkPq65/eQKu1oxdT9/Tbfyfl/8j7C75DX1aZbv12UmBynrbhJrX1/29aHbZtIGU3dNszCPKVI29b421429K34dcjlMn/8XkmastOkN7bU0qlPknrvaF8IVqCpaCM0vl56+mvOZw9Ydly+bD9aa3dNo5Zzqk07tew+lv86yPqq6VRqkeKuCMzZ4qSvUdgLAdlMUkf9NLIev7RWMO7Gnt43KpptfNq1RSxVlnl9ejD1H0EDS3UNfRsm2aAslmFwIMAVgel49Wiep467cyOXbSk61tF7igmjJuXCQrcy52bmKoylWFkfC9DlmEkoAWZifIZ/RqRPx1YXytyTpaatqOU0WefHmdbFmrq98gyWu4Gu8lptSYK1q7Ha6zFrcbq0MplC7M0hw1gbCRy5XY0h6jG3wEeUy7lxAPpZ9cbY//6ugr50oPAWs6pPYBaLA4phzic16SNOeqeurZpzL1FZP8fu4PSoke26JzVGHseH4lD1Rq47STO1vUP83sfbCp0pd5KDHQpCA1MpeQATyOh9/mF3BRTwXFQDg4ODg5ViYpyULG7qJ+5tOWPAIA+jwmi6nPfAQDcFSlQU6d0U0dSm2D0Y2n+NQAgvvTbAICGO0nx+6cz/tm5GovvL7qnnqTRHwY6ueUfsehfAACH30/h5v98hHTWjZ/7CR/4NH8H3YX2Zq5Wv4kj1ZfgBlJcK+tpvSfqbf6frfTFOvJ1x+KvvrNxmqMxNWpqc1hzTCc6NFL7vUoN2czPlnqwNjsRy/4ot+TlC3S/JVpqVC4/Xy3CjAb4GscurASFyNp7Rkwu/r1zqG+KmqoAe5FoajrcX0IpQGWc8PrXahrsv6W/ze5LKMd/6n49H1X/tWyhWUDhvVq938BOzk0rq58Nd7HpgxngbNviVl+ilnPzI6TEW9Tyznueeudcgn3aur0zrGlXN8tEs6TG2xs4Pl05ztVcjmtCJsY6TcDvIlAnHMsl1OsInhfluJ8dZ0aEmha+IH8XuQXx1VcvW6DXDxNGbblOMxgU/KBmUfFnAOQADVeIvLLSi6yuRmPZrRrk+PTsor430Gj4Gx7cElYVclA6ZxIqfZEhjTozyAsxJqDAwgjfy/CfWNf/Ps7JuVGtAI+z4T2VSUuqH1XnM2SPljGIDZYVLYOd2o+hlHKEmoNNQyjCU1V5REMOJdJAdposlOOgHBwcHByqEhXloGzQpZZOenoPGsbJ+56GGv/i2kLk6/ZreYxfSW/7tf3UbYhHr/u+k3hPjU+fh7rIPwEA+nEbAOAKTULSp0ZkX5pPKz8vegEA4IEO+knlf34nC5zGjKTIFeS3YJVh3KmVYVRBwijN234VyYoD3vlNJOTPk43AjBD1k2gbOASvX0rfo4d6yGHuVOrCtiailKONxJDOktqLRAv+ELVKjp+lVGS/Ruu+f0h9pcqUTyUxFYt+mwl+TwRL1RYXnq4uSiCV11sJY51NO9BCmZy8JE+PNq1+IT+TI1Vd+vBuvqA/3cMCN15Oy9LMTzmXP/Z56ljWXc9yMa30K0fR8vSWNCftL+5Tnz4bsEKfHVlQeK9+51S87/6GQOCFnFNMfdp8jdoQj3Eu+klGxd/UyGjhoxs1snjf2rAmk+f3Pyz0fxroJWm9a4zjEdMo5quX8ls9DIz+cvtWjmedzzZ8uJ2x+C4yjFrR0EbOKzKiX0wDdbnBblq71cXWhG1YnNN1RchljRlKYGaTaRUP8GqAmK6XGoAF6nqIpZp/LKXLc6aL82Td3bR2HNpd0FVK+ZeqOqe8ZnnYluH1C+dp/i7lbsYOYR2Ze/k73sDrR2rMvvxSno9q7L1dmpQqUAPj1W+yGlRg/Y81Q4AyoQ0at8/X+KeecnGZZj0+5qKZOzg4ODi8wFEZDsqoZ/0wfY3uveWnAIC/oVsUzm4h1ZJ5WYEyfOqYbwIABj77aQDAWSfTqu87l30IAFB/CKmnI0AfpR+soI7p7brz9qm1ysDRPD6yjdlxD+jks3/4vh8DAN6TYOy+RJyxt8aCd4ZtsIEY/Lj11ynvGCng0z7COIAjf3UHAn+0vNBeYzDI4ObRZ0MZ7gKN9jygloI2ttUn9LhBfZGWNdCHYUtLR1jX4kFSVwfkqUe7TrnCedqncvsw21VLoUzXhknKCDazDwoTkf2gb4kC0i4wuyZ6p4VnA4X+xpo4El6iwELFVDF3wtuVK72WlLplwrdrtOamJDnfWo/z5DU11LUkD6C+rrmHnMKC+bzxzbtY3zVR5aCUGPU1SMncc02lMAAC5ZxqajSCu1rBRePkZuobyL3UaVZl007LukNzBQs6L81+P9t3FwBgyzA5nHy+NNfUap/czUktnOc1DVwbDpXNAIA3rWEcybphjqfZyMBwEnuKDxqliZmn2ttsal3YhiUB301MdWhjoT3Z7MUzFwHiSUGrpsrqV0lIo0Zn6OxkWzapJ92WDeTyxno4UfJFboXWstcG688oO96s+reURvN/6Gnq8+YxaDmGNJynGhJigfo7bVHTU7+T963g68RTuuxZLmnTnYVG1JB5RkSDcwyrP5SvqjKjXFheTRAiU7spFvo3zXIODg4ODg6ziopwUOnb/wMAcNHF1M80n0cLu66f3wEA+OWppHQiiQIHFfwdycXGIUadWJ2ktd0b3kJdEt7JDLjxLHfqdx9KSmcFiSnkziWF1h68CwDwwF/oJ/WHzzEqwy8uo2/FsuMWAQC2vv/veOO9hb3b1wDnK4/kcVNBXF4CT8mMxmWvhF9BCis1lsBjT6/Ctl7qoDbE6JNg88BYZ+trlTpaEFcvfqXs/9BZ4OYWpHivH1FZs7UE1CGvU0LRGv4tV4rRRnvITc5whLAUW5Df93EQeJjavnAv6g08SMT63unJcv8vZaG8Wo2IoAXSw0Ue8mqF9/Tj5IBSYyQfjVpR2jFrSH0SAJBspKnUUNvxAIBdShk/3cLyt1zP+3NKKcfr+KwP3X44AOBrxz6+F72dDUQh0HxZhlxQIkouJde8AgCwsY7cY6qD5PSY6k26TFdYS98IrXw7NYJERqOfBDoHYmoRiHbWtauW5Hv7y6jPOqCJuqTNbfymzeN6X5QcVF2Wa0pyHi318rup20pLwXp4o/BDqAfbP2TI5YouhZXOmj0uDOPudaf5/nPCeaKByRHE1PpQo0LMn0+FUnbA+igW9D8Rsdyn6n1UF92Z0vmversn1Edvng7FM1HlvNQkdVTX5oE85+azPWpBqK+k5QQeu6lixM7Ca4WnPlHtJ7NdnY9qRJUBjc1nFzLbvxkE8XAclIODg4NDVaIiHFR3J7dQ+Q7l033Xk5Py6lVGfLlSp8sK1PKnFn8WAPCWB/j7I5+jvPnfjyAH9bfvvwIA8L9r1wMAEndw243+kE3uHeXxmUH6TY0wODdq3k1/qc0fI2c2dhZdos29Nu1mUcMZPgybLNGs3EbsTTwm6BSPfB+prrocMDDNGFLTQVNLFK+5cB5+tIVs4dIYucKnn6AfWVYtFdW9ALdnlFrSsNojGAnr2m45JmMtx4iMr/JfW1DLdavjRINyEkN6wTclxfaAXwHOKYQElRf55wEMBCFF6dVqNAJLUWqxqHKj3gJyBv5WyuhNkX9GWseo9zZandWpH1RZmiic/m1a8d39yXcAALK7aYXWtYlWa30pHVslB/2R0k7f+MQzpRVWlR8UYBDAqP4zHmE0g0Cj4PcNcWzW+BpZpJPjuqmXup6B3p1hPeuzJLuzaeUEdFaKSigCjxxmuw7ESWdTv7V6CWPr1a/ifO98hO9qxwgXj+6NlB6sVB3u/B7qw0aF7/a+oCC5eQxUwvSbXdoGv+Q4W/AM0Kzci9fAr3WeckNb+jjBmnTCRHXCGZVvSK4wSW22AesjGei8t3qqLmVX7uHrwMoO5dpyfGaqVvNBaRTzmpW8PqhzdVDn7mg3zy9Zqg/eWCSJUqZzRH2lwqjmupgYG3S+zFp1OnAclIODg4NDVWKfOChjSLkc9I73AigwJ1GNZhBYjYbKWOuKrE+uvZQc03A7r/XPJ8fz8m2fBwB0zqfLcou6WS9f8DoAwL9ldU8dpbXfL6+g/P86huTDgW00HWmeRyr29S9nPqhb7qe+pu/5Ihfocv2EElG5a/Soj1JxO5blBKkKkrdRxDAPC7GwiVGKb9pJ/7ERjTRuRbVWM1Gg8Wy0hyJ9SRiDj7+zJSX3RH+ZFd6sEu86P2LxBgSZkSkKzxAG8HOmMFiZ8SljP0Mq1N/M53saEduLFHQQNh2XiuUxHDpN6fjr+ae/yoK7PkgdS/JYWqeN3F0WlaMsWIEakuHZD1mXe9u4yTo4FxBA8z9lcuSCxtLknPpS7Gt8k/okLSIn5Y8q1V9TiDxiOvm3r7q9iOGY53XlyKtS79k8x/EfT7ocAFB7IDmimgTJ9xEwf1TvZo0scRA5pewuSnB6kmzjtm4qXPq8gq52vc/3HoR2rXawZ5Ft9QDUCgZVB4UUJ4KVYuS4NIbZfweV4x5RnVQ0WpggYueoVmV5K18j49vrIzZKRQ2X/PoDKA7oaOHce/xWzvvdKooJ1Nov06hcXrPG+FML1oYlhe5kNPTNwJBKClT3ZGwElQIDy/N5THu4HQfl4ODg4FCV2CsOyu7SZ7zvIQBApnw3VE9io7LfWESzlja3hEWaFtEJ4I7t5JBOVm/xhhg5nr9XJ6rH6ujzcMgSZsJsSV0EAJjXSMuni9/wRQDA9pspp94wyPredP6FAIBr+qmDSmuOmVIB6BQKF6WQ80o1PCamon47vWNd+PGj38Ef7/45AGAoO1r82BDF8cJLYSa8MhXKn7E/6Ufr7e6pVVtrxwIAwFvPOhm/uPb2Sj8MEhMYf4oe6WX7ASSSHOU6SYRFbM4sa3UUpAP7CN6rRd/+MPs1v5nWZ+e/ilaZP7uG8SU3b1Vdi03f5ZUe/colad4PMDAmj7yNi6chCoxGkhCVcAyM0QepIcVwG7ladiqfKYS9DjThUY2mU80rt5oIyPmsWERO6QNHnw4AqGvj9xDXCBG+spxRozrvFkoeAlGuronOPV3bWP8THteYW4ICl74FlPrklGubC3Ufsz4DOc0enlYlc63leobUElelS741F41xvFoihWV7MKF6H+VWbH/iaqVXqxElOjTGXutBmjlX0+L1RrWuJs2srWudJnpAooX12PRPOauXzRb5C6o/V1bvMZZj8sp+0zwAkU4gP83A/Y6DcnBwcHCoSuwdB6Wy0ft//cayK9xVk63kesb6aFpndB9ckihYn6zooE/DygO5ZTct45Z+1lkv09/MxXR4O6nRJ7fS96HGo4XbxvtowbNhNymCgXZ2ZVWcZGqc6WhQ9006N3VvI5UVjxb2ZHMgqb/cU6oMsFS17vgXPsY/fnl4mU9NhZDqGcS6//49vCFSLxGloKx393TjVVULQj2Wcqn2d7KFFO9Rh/OdX3LRFwAAJ561DLf/+a8q3ohITKDMz4SRLuxZG1E863PejMWLeMsxzhWjlK4p0w0deDxZqG8fyMCSz2fIzX/xavri7XpO79Npb2y+HEtR2kdV4j2HIdIrUFcJBJ7nIaLJfHzV1Vm9giiXMqTRIIZ96o8CbyXPRwcKVRl+o8kF5HzmxVjmhDX8ffgCzpNM/HkAwL2/vwcA0L6cHHe8gezAqJqo5pQTy7Tx2U/30l+qL8k2rk+xvni8SAaRJZflqV+Xp1xZwZpvFj66APBTBsPWL8jmwtPL9lXu2MH+LVzKfrTWkhPsaSqYEkf6NUZejEfPWvWpHmv5EtZ2bIfG1NP7hlRptbmTa4+nXFxDM48J5ZT6h/Q56lDZqc8zLQVfrMFd6s9m557uKjYrg104Pf0O/BymPecdB+Xg4ODgUJVwG5SDg4ODQ1VixiI+A4Nj7mMA16As61TsGFb3zXay/d/tIgu/SLNsdDbEw7IXH04jh8Q8Ov51HE6nvNYWJjD0RhnXPZUi237codTy/cP7mG7jkKPJcr77KIZVOuzzTJSW0RD+X/oeg8aOdRzHdjMTArLZIhPNp/XvUuthnMsm4WerqJz9pad8boXFJwF8jHlD6N9J1j2f2T+ixIrAjpGaiHs6c1oTzWGRmqUUA52zgu/k1Hfx/Z+ygilQcjXsZ3sLDVcijVHEopWlkQRALI8w9YsoDeZbZ0c7uCqGbLXJKefx98jWgi14Rs2BalQm56vNbkbFKIltFB09mr8UALCtiwr4dTewXJt+HqkkB2tEZYTq04pAA3OG73tfzMtDz+x9qGMiGAONzYy4Zp0TFdd5Kkuq9TS8TZrjF59H0X2QL6TYEc34WKvvYnEL62jKU3zfrE7T3Tvp3LtxM8XzDetY58ozTgIAtDYzNllfLcV12RSNr0zzMQCAnb1sS1ecQVa3ZArvdMRTTb1vxX42YWEl5a2TwwRAkDZ2isJ+AjW+daJlG6Lq35BdRIOT4w9mGKldj/WGdT06yL7ZVCSxGnXxyajoT/1OHtOArScneXzqMX6L/apP8Id5ftEa3r9bLfOb0mrqroZuteqou2tdkc+QOvManXs2MaGt0yIMyzuDIXYclIODg4NDVWJGHJQxdF48fz2VYr9VM9vnlEDJPcJd9QP4AwBAo25gQ0xDeYwV9sPbb6fT3jy1sf2smocvrmHdzUlSto88wp3+NUe9HwBw21OM2XGwoTlr26UnAwCWNFLZ3jfKUEn/91aabo+lbaDIPffi8qR2dmO/UQmUSM3QOKNQOUSCCBpSjYjXavKwMXVqLA8Fsj+JOh2W1jpyniteswIAcLxSXk8sIId09nwqqu/ZzjE5bxmjSL7qHZeEVa1eyHcRjfBdWmMPY8OwWGVpQFoqn8thz87uIwQwSYHJ2NBNZS/ZJonTuFbDGc6/mn5S1l5dgdq2abMDy32F5r1s/7odfMYbLmCoondcSvIydwzPj13P+y97JznJI076BADgwq/9PQCg70m1DS43iR/HE8KGbkKcH53JlBr27N8YpwLR+eD7DPQq+i6DBMnmMaEi3zf8PlvS/H4jue6wlkblVtNjnO87d2qg1lrOJdnGOrJqTLUqTqnJ2vRjAID6DSTrF5/GsVi1kkF5NxxNjnzsIXJtO2P02n9+kAYbuaJEpDmjoZokpf0Y0h5aTmqC6MKVhACIFTiOrHUa128xkuTcHLMBjbuVW6nXUE7NhTm9SC1Gdo8qBxTn79EFmk6khmWTaoBlQ7U9r8607To0cU1smOxnI+oO1pBH29i2nKaEz6jTsIwVJmleX7FRx2MvxmO0RedMl7ZXlzfnqOvg4ODg8ILHjDgoEaZbePhcOtF2f42UIUZoFgo1+2xupiw5p/LppjWkWtrbjg7rajiH9/7+ZprkNhzNstG+JwAAax+g/PiRPh4fvfPrrLuNVNhHf/wLAEBNyynaNu61LQ3vBgB48c/xQWnLBamTZayoy4YUiclXONzOdBELECxII/G8BtqUUnPT0Gx7AqVUcbr1sERZWVsm0kiq7IjDaba/+p006//wgW8GABx53DkAgPoYU0bkrYBcKed8QOr1I8qZWCopblMkAIgq9Wb1PiEtqkJnT+eHZa0lLmHYo0rBiwiSzR6CnHI/ozZFgbbGmvZafZJSjllNC+EVBcO1XEsQsI2R0M5c35MO0cBKju39Sfavpp7z/7SzyZW+40t0jfB0vjV95R8BAL35qRVGogoKywhGNPitr/3bg/uqOAyM8eEruS8gB+cFHFc/rRQ2mKzUi/O77uol1+MPdoY1JZIcF6P3dI0wLFla00h05Km7bDiW+ulMJ533/d0c3/wS1Qm2kVPt3Mnfv7z5TwCApzZTcrMzw/BLORsxteg7yQU2xUfp2O+9y/vMIcJ/UdUbWjPzkCvNqe5J2P6sLk937NwMAJhfFL7Lr+EcS+R4blQ5prh+V2Mxnt/apBzQUzwOKdfT3Ka6q9M0yK8m4fT0mRkNX9Sv331Ul1M/WhiniKaN8bU/niZgRa2Ou1Xh29BH4w3KBHAclIODg4NDVWLGVnwC4LaFjCT4nQNprffx9Sqj163x9CP4x01q5ZTq3wwA6D52ZVjPiacfCwBYdjy33VNX09oukuIxWst0Gwe0fgsAEOj2e+qpzIXRuIRWe74mNEz7DwMANg9z+z705aT4H/p9aftNUaj6SD2piyCvaak1ElPbeXzGp95yA/t39v7RRc1vacDfXXgalr+Obb1xLR0TI+tJvtw6xHFt6+V4LjyL1k4fOJDWPF0HLQ/rWrRd0xqsInW5XGOVZOZznDraGcwzWXMUy6kM3mjwTFFu11P6Jmq5hKjlQNQBOmr1S+qpGRTG01fLrkioOLGmfzwYq//RchJ4M4u9Pw0YoSw/8C2VWe7Bai3nVJZuuVa1esoXc6BWB6AdsEyLLWIZqvhzjJy59VucJ72dmp7lRFqb5dKcu9/90gcAAJufGC5uyqQ6R2Mj1Wohv3+CGDH7VWUi4XgGGvE2Fr5anh+zQX81iGzQT+u9TJEOMDfMMiL8RuM59mV39j4AwK0PkQt7x3HvBAAcpZT5/DUs39GhMXV2UEl8649/CwC4c/0PAQBDuT5to31Bnj6vsMwZG+KoIHKY1hhUEkb/ZW1aisBy5Mqx63kb4SiuyqmhnfwWB4q45ro6TbRoOWxdhIdzyuGqrqipS1PAd/N95a3V33weF59A/V/qQc7h3btUwrBVn2UTnionFeQLkzbQ14KIcro9GpBX2yKWWbWO6s6Kz8HBwcHhhQ6ZSL8xHo477jjz4IMPhjTH2FZay5x7LEMeXfFh6oPWvIUUkCxhnuB0n/pGNC8K60o0NGsDbIgRy4Vx931wO2XYr1j9Sp63ac5/830AwKte9x4AQErlzdf9XEPzb+Kz3v5dWvFlBkp9tUqg23NtPbmD7JhSKHdTf1Vz7D+x3XFScGEyP2MqQvYfeeRKc8MNl6FOqVNPVgAAgl0RfkoAACAASURBVIjK87N8brKRFmbR2BE8X0PK04u0FSqz4YU8NcsJKVxLPSrnEJLroVdC2bGU4zCmnAOxVCnK7itqStm5UP3j2zTUGqImSOOVp56ORx55tGJslOeJiSUEeUvh2XcW2P6UtltCrmji76B8hIIwlJMGQz6R3GddJ7nS1AjHvCGv1liqc0mp5Z2ZSc7rPVoxQTvLXlOl5qiIGM/z4IUPKNWXWKeWOo/fUKSWlPhYWtNuBEUcn94S0dhPdcrZjIrlJHhsqCFJfkYN69pRRxI8Okbufd0IubOhMZ73wyyT5WMzzty0HPMe73vKdfBhY8xxUxWaDsQTE01IwR/IWmjqAhOqalXiENGwQjH1SQpZKwAxtSwVlYTUKNc5ltAA3TrXIqt5T1s3j51qodqk/n+jygXF9bvp79bvpVffjbqwarxa5IpUeJGEjuk8TQei/k9Wf2X7FQoMfH6H05mjjoNycHBwcKhK7FWwWLvt1S4/GwBwV5emy86pHFpTN+c0LXv9Um7PEhTthwGpzUAtmYIorcE8Qyuh5fPVFMQvpRyv/CF9Tg44gLLup0bp67Dk8IsBAPlTSKVf97ozAQCf+MpvAAAX/gN9T0avvzNswlU3/4w1b2IQ05RhcNu3fJHc26f+41YAQKO6Ruf8AClTlnVuH2BMBH6uEckG6uaiahkT9RhNA5qyOpK0eZZV7xNRnVlxwkLPnisLOVkWOSFUnITWc2WKkNBSLVL2BBtLv1QnUkJ5llGnoa7GcmNaLK+hFPIZs4cv2r7CGPXED0qptvJu7tn6iTmU8jKejl1CuYW23oMBADU5RjbYmdkGAOgbyZfcb60brS+WKYsGbHVdwbjc3PgdiNjAs5rixk9VPFosClqTgp4ZpvSd2oSZot9zRP0b80Uv2HJdOS07ptFzTdlcHEhzHblpjMdAU0Bkdbz8qdLklLS77Mwc6p5KIIWICvZ9h5y6citRTZkR2GDFOctpFsY0rv3IKtsVGVUrT00KWauckQ1UvLBJdU8tLJdTf6i+zTwmNMKrXWI8tczTfJVIWtVzURJCT9uV36nRK7RfNtpMRBWWvl0X0tgj8PJEcByUg4ODg0NVYq84qFJtBMJ0GohpjHdNKBZrUIon1AMUxcRKqcVHPy2avEZSmwmlGnzQQi3SquV6+dTb76bFztevfzUA4MiVtOhZOo/lT1uxAgDQ105/nrt/yASIuRpyQQ1HHx+24U2f/gwA4L7fMmneg5l/BQB8DH8GALzmYnJS/flR7W+0YCFUAYgIEskEbICCSILRGjxR3yIbL0z1chDlREO9SVE8LGNl/UkUI0wsZynewFqv2d/q36LkjvFVpq2kubH5KGw6AuvurpSWny+QQqEo3VJ6ocVcVMuyvcNq4ZX3svD9oj5UAh4gdQIzMsV7srH6QobQcn9FFH/IVapviJRyWTm1Qtu5635e1zGMajw0pKyuSuuLWqtAm6tCn5Ut45wm1QuXcg+hseKYfa8zs5KaFjwJ9UM20oJ91/ZRozoXI3ml4K1F2jjfi6WwbcbzQFeUUI2mbFqqjBO3f+xb9+aYcwIgEcCr8yAaw84ykJGi6wBQpz5K+VqeiFgO1OZvB+DFtLBGo8jbFV1PW7e+rEqitqleaFjjQHqqL7IueTbYjx2lmCY89FPWJ1CvF+nB7BS0a0uo9bfWiTYEq94SjQC5aTL6joNycHBwcKhKzMiKT0S6AWzZf815QaDDGDO/EhW58QRQwfEE3Jgq3BytPNyYVhbTGs8ZbVAODg4ODg6zBSfic3BwcHCoSrgNysHBwcGhKuE2KAcHBweHqoTboBwcHBwcqhJug3JwcHBwqEq4DcrBwcHBoSrhNigHBwcHh6qE26AcHBwcHKoSboNycHBwcKhKuA3KwcHBwaEq4TYoBwcHB4eqhNugHBwcHByqEm6DcnBwcHCoSrgNysHBwcGhKuE2KAcHBweHqoTboBwcHBwcqhJug3JwcHBwqEq4DcrBwcHBoSrhNigHBwcHh6qE26AcHBwcHKoSboNycHBwcKhKuA3KwcHBwaEq4TYoBwcHB4eqhNugHBwcHByqEm6DcnBwcHCoSrgNysHBwcGhKuE2KAcHBweHqoTboBwcHBwcqhJug3JwcHBwqEq4DcrBwcHBoSrhNigHBwcHh6qE26AcHBwcHKoSboNycHBwcKhKuA3KwcHBwaEq4TYoBwcHB4eqhNugHBwcHByqEm6DcnBwcHCoSrgNysHBwcGhKuE2KAcHBweHqoTboBwcHBwcqhJug3JwcHBwqEq4DcrBwcHBoSrhNigHBwcHh6qE26AcHBwcHKoSboNycHBwcKhKVO0GJSJXicgX5rodL0SIyMEi8qiIDIvIJXPdnhcaRGSziJw11+14qUFELhORn05y/UkROX0Wm/SShYgYEVk91+2IznUDHPYLPgngTmPM0XPdEAeHSsEYc9hct6GaICKbAVxsjLltrtuyv1C1HJTDPqEDwJPjXRCRyCy35SUJEXHEn8Oc4cUy/6pmgxKRo0XkERVL/QpAsuja+0Rko4j0icgNIrK46NrZIrJeRAZF5Lsi8icRuXhOOlEFEJE/AjgDwJUiMiIiPxeR74nITSIyCuAMEWkSkatFpFtEtojIZ0TE0/sjIvINEekRkU0i8mFl918UE34GeJmIrNN59SsRSQJTzkUjIh8SkQ0ANgjx7yLSpfWsE5HDtWxCRL4uIltFpFNEvi8iNXPU11mHiFwqIjv0e18vIq/SS3Gdm8Mq0juu6J5Q9KriwF/ruxnWteOoOenMHEBEfgJgOYDf6Xf+SZ1/7xWRrQD+KCKni8j2svuKxzAiIp8Sked0DB8WkWXjPOsUEdkmImfMSueKYYyZ838A4gC2APgYgBiACwHkAHwBwJkAegAcAyAB4DsA7tL75gEYAnABKK78iN538Vz3aY7H8047BgCuAjAI4BUgQZIEcDWA6wE0AFgB4FkA79XyHwDwFIClAFoA3AbAAIjOdb9mcfw2A3gAwGIArQCe1nGZcC7qfQbArXpPDYBzADwMoBmAADgUwCItewWAG7RsA4DfAbh8rvs+S+N7MIBtABbr7xUAVgG4DEAawHkAIgAuB3Bf2Xs5S/++TL/1C3XN+EcAmwDE5rp/szxP7Xis0Pl3NYA6nX+nA9g+yT2fAPC4vg8BcBSAtqK5vFrn8DYAJ8xJH+d6kHUwTgOwE4AUnfsLuEH9CMBXi87X68RcAeAdAO4tuiY6mG6DKt2gri66FgGQAbCm6Nz7QZ0VAPwRwPuLrp2Fl+YGdVHR768C+P5kc1F/GwBnFl0/E9z8TwLgFZ0XAKMAVhWdOxnAprnu+yyN72oAXTq3YkXnLwNwW9HvNQDGyt5L8QZVvHl5AHYBOHWu+zeL4zjeBnVA0fWpNqj1AN4wQd0GwD+DjMMRc9XHahHxLQaww+jIKLYUXbN/wxgzAqAXwBK9tq3omgFQwtI6ACgaI5DrtByrxRZwPIGyMS37+6WE3UV/p8DNaLK5aFE8H/8I4EoA/wGgU0T+U0QaAcwHUAvgYREZEJEBAL/X8y96GGM2AvgouMl0icgvi0Sl5eOenES8XDzWAfjtL56g7EsFM/lelwF4bpLrHwVwjTHm8X1r0t6jWjaoXQCWiIgUnVuux52g0h8AICJ1ANoA7ND7lhZdk+LfDiGKN/4ekOrvKDq3HBxPoGxMwUnsQEw2Fy2KxxrGmG8bY44FcBiAg0CxSg+AMQCHGWOa9V+TMaZ+f3egWmCM+bkx5hRwPA2Ar+xFNeHcVB3qUvAdvVRgpjg3ChJCAEIDqWIiaBsoWp0IbwbwRhH56L40cl9QLRvUvQDyAC4RkaiIXADgBL32cwDvFpGXiUgCwJcA3G+M2Qzg/wAcISJvVCrrQwAWzn7zXzgwxvgArgHwRRFpEJEOAB8HYP1PrgHwERFZIiLNAC6do6ZWIyabi3tARI4XkRNFJAYuFmkAvlL7PwTw7yLSrmWXiMg5s9KLOYbQT+9MHcM0uFn7e1HVsSJygX77HwVF1/dVsKnVjk4AB0xy/VmQA32tzsHPgLpTi/8C8G8icqAa9BwpIm1F13cCeBW4Ln+w0o2fDqpigzLGZEFDh3cB6AfwFgDX6bXbAfwLgGtB6n4VgP+n13rAXf6roKhlDYCHwInqMDH+HlwwnwdwD7jw/rde+yGAWwCsA/AogJtA4mFvFpAXFSabixOgERzPflA02Avg63rtUgAbAdwnIkOgMcrB+6flVYcEgC+DnORuAO0APrUX9VwPrhX9AN4O4AJjTK5SjXwB4HIAn1ER8YXlF40xgwA+CG5EO8BvvlgF8k2QIL0FNDb7EWhcUVzHVnCTulTmwDpaStU+L2wom78dwNuMMXfMdXteDBCR1wD4vjGmY8rCDg6zBBG5DMBqY8xFc90Wh/2HquCg9gUico6INKu44FOghdRLic2vKESkRkTOU1HrEgCfA/CbuW6Xg4PDSw8v+A0KNM99DhQXvA7AG40xY3PbpBc0BMDnQbHJo6AP0GfntEUODg4vSbyoRHwODg4ODi8evBg4KAcHBweHFyFmFF8tGvFMLBZFJKC7UqKuGQDgZ1IAgFwQsGBAQ5ogEgcAxL0YACASj4d15VODvEd/xzWGqUTZJM/PAgCyyuDFwGdKTMvl87xfXaeS+uhEgkYoklNDvnhMH0gjNN/+BjA6OspnQOOnGlYSibANuSz7ldV+RT0P+SBAYEyxv9Zeo62tzSxfvhxi++bx6Ptsa2aMksrR1AAAYDjN64HPUUun02FdfmZM6yDNkYjwKFEOoOhARuPsazTPPuX0eoTDjXiMfU9l+AxfeF2Lw/ci2kaeCIrdLibixq17W9l1AZ02TIXGEwAkEjFeJAaT15kV5fs2+ezkbZzRQyY4b6u2ZF9QVn6iR08wPvuCSo2pRKLGiyUg+i1Log4A4BnOUYnRajnwVaoe1XJ+Xn8XYhMHmWH+ofd4iGkdNVpHSn+zDk/XGU9/w7DOWJLl47pW2LmuxZHU7yiq41o8EHl9CYmya7aV1lS1fGF87JGHe4wxFXGk9pLNJlq/EEGWT0vOb+Cz0+xfkNNvc4A+tybHdQoMl4lIsjmsK8j0sYztR5RjKwm1Jte12YiuYVoHmpoAAAnfrgt8r0kd61gNj0bfo9E1fGyU9Y3kC7xNbrCXbTFRbQPDqEbrWWeQYhvzuo5FBPDzOfiBP+UcndEG5Ylgfk0C87RtJx1AE/zOPi6UgzqJU6NscJcuEgnDBtfMbwrrGu58ng3QxfagZvrcBQkOZEeGxy5t4mLG6sRYnM9q9DmlBnUjWyx8yQfX0i+tNs1GmrgOmn4M2yMjYRu6UnzGXRkOnNGJUTOPL/exzZt4jw5spbF02RL8/tbfIDrQDwCoX0Ir48Gn6Gv4RM+jAIBbf3A9AOD7992q7WSfTH1hkpisXeTYh4R+caO6s0R1sUyl+UerfppjOkEb7HW10o3rjB/QRdPYDSrQhUnGmVtSvhJLyaF8gd4fwuVoTQxtR3VgZEMnAKCmlnOufycDFAR24dSHG1O2i0SLhAr5CSzrp2p4+fUpy1evmF28GOIty5FsbgUAxA86EwAQG+zmcQHPQwmkbEwJowEuqn7rUFiX6ed3lNeNJZLnvcE83aAGuYH5cSUUhxp53wq+m5p+fuN1yw4BADSZlQCAhWfRwLQl4Pqz7Cgu4B0BP4J4S+Gdjg7q/G/hetCu731RLY+jaSXodE/0lM45tjFaHHllnxBJNKDlxA9g5GnacnWc8i4AQN/jzwAARvy7WC5Lv+308CMoblTLaYeGdQ386QEAQJAlQZ6Isx/ZKMffy7LveSV6fZ1rMsb3Ut98JABg3kGMs3tg62k8/3qugQ9/mUEkdiTXAwDiWcZPkPkF3/S4Eq154UaUbKQLa82rWDZz21oAwPCm/+S9JgaD6XkDOBGfg4ODg0NVYkYcVMQTNNUlMG+Eu3HvCMV00RFSRtkGsnRLkuR2+oZUzJYlR9Wzq8CJ5JRVRC2pgoNVRNAZJQWwJMUdNtbAnfx0pdxTGgzG38bdemxxOwDgZUOkvurbSBk17GB9+QX8He/m7zWL6sI2dD1Hbqx1qVJqO9nOdJzBKDpBqmG7ErgBTEWpfoGBFxhkh9i3rtqHAAD3f/8qAMBDzWzPxg3PAgBSfeyzB0uBFsQneRW5WcHOSJp15rXB9mjb36l/2d9WWCiWY9IL5TyEHYHpGdeUy7z2P6fQ3L4Ar/vgx3DXv34bALCtXyk9nT97iOdM6R+CWNGlvfRNnhWGaCq5YYWeIh4isXrE8+RKvGAjACAxxG953sHkSOuz5G521VNCUTdIDtY0FMbTG2abexdwPsQ3s4wfIyc1luK7Go7q2rCTa4CouMnbwW83H+V3kdtFrji3mhKIYHQRAGBwGevZ9hy557YTC21oHJiv7eL30t3Hb2n5Mn5Loyon3DjGtav72cr7p8eSUSw5qA0b/sQweJtufT8AwO/h9+3H2La4coBWKuepzPiw2mPDuv6SvYf90d/5MY6dr+oAE5R+58H/b++7o+y47vO+mXn9ve19sSAKARCFhNjAokbJ7IpM26JkWU4ky3KRkthpxylOXI4V2/KxHSlOIseRbEuOpVhUNyVZEotEsYGECJAEibooi7LY3t7b19+byR/fd2d2H+qSC3CTM79zgNn33sydO3funfl9v/L9XJnsZD2aye8GAOSrtNq0YggAcPSmXwUArLKIlKdtPnjrc0+xHblYACBd5P0prSOiTec5/pnsVgDAZJ6I0DNuBTe/wHJxYQkRVCihhBJKKCtSloSg6q6HuXzRDxrIzwo5VanpZCeJYubi1MfL0kDnatRGCoXAqW808Q3Sjk5HeWy6SsTUnGSb81X+XkvK95HluesxttkhW6bdLU7EWWpw0Waiu+hpfu+o/GH1SIDiUi73bZmWDVz+qlfr1ACOSksw2sdyh+SXSvM4cOQp/O3nvwkA2H+UmuDg7v0AgPkq++qWFRCi8zsmpiMSaDG+10eKdd2gvkvsst/S5VDIL1FbWg6pzecws/MJDOeoZVfmOU9crxH5nftCvf9nWLKukN/KAryIh0gL52aq/zYAQCJO34flyueUHAcAtNqKI+jgunVLga8hGuOabI+Q7q3WT2STjfN7xImoXLNEI7p3k/xYmGfQQOwIrSF2lPuffOYkAOBMnX2IT1Bzb8vwWXJt+n6/D7ZLpPDWFH0vWc38mXk+J54cpu9myqVvO+cGa2y5pDQzhgNf/VOUS/Q5eSWzWHWuKj+XrMU+XM/m99Plr/lt1czaEtSoa2fPBDE1WE78WaPfzalLo2RAelq8x87HnwAADKovNfkW60U+h91sYIooxTl20TTHu3iG9yH3NNFdcWRIfaqcYzQuLCGCCiWUUEIJZUXKkhCUBSBiOWhRKHO11hC6KG2kLUrNqO7yjVqP8fv5ckDwYEuT7VzdBgC4OUkbdrFIO2x3C48dUMh3X45txjv5uZzlOZvfSbb4zJA036qQU4XntNfSv2QN8+3d0hpccqTKNt+2ltUlpudoZ+2OUCN44SR9UDPmxb/MSut8LotnfvAIxoYZLbh/P+37pTzHyeieKUU91RSBZsaunju7zVia45Io8t5kjQm9QZNqFKthe2GccWGxdM9MiOqVlHKximP7RmCZsHI/hHvxfqpwH3gVze+LIl9NjoPmt4m1fyOC7rTm4F45NAoAsKKIRPoQzdC/E09yfaZbiZTautivZBtRUWsr15szSpNFqhSs+ap8TVH5ibMzHMgsGFGWbWEbbQqRtie5ph0hIXuUFpjuHlXiGedYjNQZYNfuKGo4wsizvggj01KFI34fOjObAABNjlBYnf2cy/NcqWZeTzrPOVxqClJjlku8WhmViWOA1+DfarTQGAClORzRF9Uj6QXHcJNolZ9N8QHFyoUn6VkxuP4yEGIqLI6yM6lFrY5SYRIBtumL89yr1vcAAAbPEKUWFbzvpLjN5paeThEiqFBCCSWUUFakLAlBuZ6HXLmCtpgSxpRcO6uE1ogStOIJIhFPiXk1JdgtTB00/pRTI7RXjrayjVQzNbOYR//Q3Dg1m81blDMxTY0mvZnnTkSo2cW2KRnsFSWirmc79QNK/F3DdqongjyoeBf7W5pRIrFNv8WxIiNXyn4hTx4bsXzz8LJIwalhT+sMTuta3Tj7U6krMc8ozdJqXD8iR5/PoYlEOpTMK1L9i3XX3BJT1ayuc1ZN3tOlXcqittCkcZu98giqWiri1L5XfXTvyGHnnjUS58GI59Lu7CWilgYYanJqvKWb4ANp05hOvZ5GXoNYHurRGmKdtEw4q+4AAGQKjMyKJRnd19nDMZrK83NLDx1JhZxfLw9NTZxN0/L3WK30KZU8Trq+1Tx2fIpWle5ergM3Rc285Qaewy4x/3K+k1FwzgTXTc3muq15RFi2xWeLlXib3wennc+ZSeUHRSIcT4OkMkJheSW81q3LMYc9eG4FXoOPyWQaW0o8jjpCM1qMNe13ph740f021EjZAJ+LWEzOm7PYcIS5+qrCgMtK3LfywcN8XjlYQy8paXhcEcS28toKxmm+9IdniKBCCSWUUEJZkbIkBOV5QNX1EBXdyVyZb86xEhFARHw5myrSqhQiMie2CCxQRB29sWfmuM9TFR57XQu1pmuS1LIyGb3DZftMrja5P9Sqan20SyfG9PtbqPk4WeZHWbdT27DPsN3EjUFByWqRWlNTB7XD2kvUwG6oc58N8qEc8PuMS8x/vjRxSx5KB8tAB1FgYWSI3zckIZWDMMKFm0Wi4cF1NxINvnxCB5+PfajhsyFPeTDKXz6rk5ZwYTlX8zLv48rjJ1IwzeVysETZ5FZ4x86KwHSMX+niWp3VrMioiUvUAA1yMuQUnYpEHa2oLxc+ruHs/D8vyiZcWQRl2TYiiQS8VrIDWMWXAQC5UUbQDWzg+PZkyIISsbXeckQqnZmgin1T6yoAQCZOeJ/P8dhOsRykkvy9N83niXlstOi50dJEtplanDNruqyx0bk6uq/jcbLK1JROVTt23O9Duo1oKlKltWRsjPNkjfK1Ui2M6J0WVdrxY5dhvD3+s+Sj8Wm4AnoTAAG9m+9OUsReZSToU6qFaLH3QeZ8Hfvs3kvrgqwxxr/lyNdmi2mmLlagiKwHVbOO6saKE2CbukfrlpWlz69W+LFOouvz8pfUp3NJiKBCCSWUUEJZkbI0HxQ8lL06KhXlGkWoHSUVYRTVm7+pwDdmVTlO7eLRGysV/LaiInRsaVUGd55v6AGb6GzzWrY9PcI2Y7IVJ2uMuEtulb8mR19TNMk8DesMLynSS/une0CaQZL7148HGCjZRy0Kh6kldOSUryVH01ZpF9/W/m0AJi40QEuUStTFib55dA9Q+0lcRQaL+SOnF+3X6C0x6MeOBfrFB7cyeioe4/Xt1s4GWTXmQzSKwZUPCTkZ9GPOYGKZTJaQ0soQ3NEFHKmVNzCXyAaJCI3fp9qgg1nBbsA5fGwLoGVmtcguN2pePF5bfPBFXVOKeJpajGZ9wmOtAZNhb7aLm5DGWi6c/dsVEM+qo5bII+ow78lruhMAkCyQS9MW9u4SN2bU4vqMuPRHVOtBBfHNFsfhTJnz3S1wjZ7SwGzJcXuywt8zikSdEQHtqiKfAcOz/L5nlt/nbK6b/hzbH57iOe0JRpMdOXHU78Nai8+VYhuj+WJjinrr5HWkxWLRo5zIUr7R1rAMYgFwAFtEuvWicTZrnuhj1DGrbnF5u0RP4Nf7xK/9NQBgr/09AMD/9PYG5wAuPeJU695TXltE3IRRyJcP3k9UZJmwgnVl65ntFQcXnRo27S/uueb1JUqIoEIJJZRQQlmRssQ8KAsx20ZU4Xgbk7TbXhWl9j4l/qeoyzf+nQnajCubqBH9wVNzfltVsTTUFDaW1Eu2LGr5+KprAQBdPUI8R6nZJNd0AgDsEjWhSB+31lH5ntZSy3LFIGBto13bExef8+bAflsf3cd9rqYNtSwNri1FjeyWkSEAQLvi95sBTC8jm4RbslA6kES+QJt51zXUmPJK2zC5Ohn5heYqi5nEM7EBv62rZvjd/36ckVEGAaUEoboEoU5onI0nz2gorVJ7xvRZijvadK4WXbcwJ67VNoiJBO7Stln+nefFBn5MbRy4IqzdFmwrirryOBrPaMbUNuimQdO0nSDHJDpOnJidaUAvasNSCYOzLqtB6fZqi7GvKYniVRYzlZzzagzyvQyK/KWIZTuIxdMoW2sAAAkw5yjRxfzD9hb6erMW13hTi6JtE8xp6l1QlqHkcP2nM5wXWWnr29J8jkT0ENiinKo5l8+CXkXTTlVGAAA2uOZnEtTue9L8PZcX24UY1gfFdDN1JPBBPTbPfXtv4H2OZvl8eAsfYTgkdNbaJt9MMoHlFwu2HUdCKK2s3LaaWBrsCK+rq5XzY7a4GEHVp9f7fz/xP54BADxZ/cziU3gXgVD+fFJEsPyAZl14VT4hqh75Do1PNyq0VLMX5IcV+dSIR8ky78hCkEn/DABgZOZ/s9+vAUiFCCqUUEIJJZQVKeELKpRQQgkllBUpS6Y6igJYI7vDTR7NaltFEjguKB5R+PmkyA37u1hgqxY96LdVMX7jLB1pm3qZnHd8lia48ZcYzpru3ggA6FAgQW4XTVhNW5XQ27WNfdtAuhR3kMSRdqqf7U/QXGd1q4DajwOHqevQMVotqQpoO80Vz+1lP7+TZf9N0b52e3ntLK5dRiFzBPM/ZuhFWqGu5jR2kxyXNY6rJa+8Ae25/Cm/rT9RwUJLBctMiHNMf/xKL7f/IPj9wAzbekHWg19XNPALLXTAfv00x+s54fKZhr6v1XZmwZD8a1OlVEml/1Ljd1JBJ/eo4yNnjcTyiee6qJeKcKvnKazoGZOGwmx9E5oSnGtBSOyMKrwGcf4SE3GiG2UZKiST3WzMqDKvxrpoUx6zgQAAIABJREFUPyrJVOgZEuJLYPL19zhvVMdlFtuDlfLQl6EZ2u5+AACwWkESuThTJNYmeY0Fi2uoNcF1fPpMYJ7qFPnrfI4pIilVxh2e5VVuF8VR3uJ2bYZzdXCEhuS4y7l5usBxjadofjsxo2J9J0Qwnebn1hj7tHv2Bb8PJ2fJPBub4Lm3DIjoVM+LqSEGbkyJrq1v6wJaoWUSy7EQSdtIaTxSogYzLpJb//kGAMA7xxja/4df/K8Agrkwn33ab+sr87o26yKBSWau+tbmhnUhs7UsfagVGhJMVL7HtfgkiMaCQI1MinNg680M4S/tp4k2EuMzezxLk2tdrL8WFlCMXURCBBVKKKGEEsqKlKUVLLSAZsvGmxxqH2uVMNem8M/1PUQkFYsaUkme95EkHasRLyiwVzUlxw3DvJLu0gPUXF7I84cdOSKjaJoqfkVc/O4gz2XdLALVnEJLN+vNvEcljztYbhgH+fa2k4GmUT4obUnaRyrNN/58hJrYYNUkeXL/cfdSCxVfmjiVGFpOrUHfRmqML+1iWKyv5JSpP+Sri/lLHGk7C32OEYU9bNxEbWXgIMNCN/fxFt/bxe3HProWAJAYJTnv8YeYhtwh5/Btv/1hAMD7fuevAAA3DlN7nTR90tbgjB0LFCHzW6au9APdq2sUTnuDkv0uJ4ICLHh1yx/Ec9FBAUHpa1/OtV9jXL+vdC6O3Y/GiMC7NjKQYOQAw20dhQn/90/8RwDAZ/76WwCAF56lY3tpNFKLIdSV4qu1PAuOZ6FcYEJo9+DjAICsCt5dew0RU00Qu6MwBACYUcG/6GSwYrJTnA+rM5znKaGWa9q4dlvqUW1J0lzLc+71qNzMTIFt9k9xvRyP8NkwOcrQncg4LREbxfOVt3juI7EOvw8jBZ5japBUTYcVCJOxeH3HZLkZnvsu+/j9INF4ucR2kki3XY8dvWz7B7t+xB9MAE/+PgBAfYIh40nd+rKSO1w3CPSyDSRSYJJXb8AcajPSxedCpMZ1jyhvWKaZgWxXve2tAIB9D/09AKCUV7iUIbRVkrBjEVn9anydf4r3rv8jAEDr24j4Jmuc/7EIrV8P7GcovALVl1T2NURQoYQSSiihrEhZEoKC58Fz69hkU5PpKigRV5wk3ogoRxJ8y87VaJv0itR43AWkm47e+G6Eb9MzSkTcUabN94ZuhT3G+Xt+nChs5lUW1Gq9S4hJKMOS76D+oyFe2OirPFFOYehKPHPPBCHDVp7v9O8rsXRLkprWI/Il7JX/xeiAs94l5GYuRdoB930u3jJL/9vhfl7z7F/xWmsKY3YbaElaVtGv1tvZ7jf15g7a+t9zy408Jvp9AMBmlYXPTPG6m7veCwCwVU5+5vSLAIB+EVN6MWmlExwTQ0vZmCwsnQ8/XHA5t+rX53UvPubXUuP3P7jAUCyXWI4Fpy2JepZ9MNQsjeUEzj7Q+O7OUW7DhIf7GdL6VeHj/VuJ5n/qTpbi/vRhapBbVvOAO97FIn/7HqF2uus1lMzw3CvtfNJ5rToq0TxqQ/8AADiWo5a8vUpMvXecCby3ynmxL0rrSfMcQ8qHcoEPasMEy2Dk2qnF37SF6Cs/S3/Gmin6fstxhjYni2xjYoyzcI2Aw8kmHrdRfqQZ+Uu6VLbmdJlz++oYEcfWVFDy3ZpnI2M218Xo5BMAgN276cvOjhDlTpe/AgBwsPzlNhCxgK4oTpl5EG/Rudino3u/AwB46UWmwdgQDVMPqZw6rg/Ib1sKRJm3d/F+PL2L67lYEh1Uhevg3330TwAAq/uJFJ84wXtx7xqmC7Rdz5SVjz1CH/2JEhFUrYEKbKMsDb9aCMgENpY4B6o2i0CuKvB6rAHe+w49v6ZfA+4PEVQooYQSSigrUpaEoOKWjY1ODF0uD2uLKDFXiCNlyqoryas7zSgam7lw2PRKoPGfdqjlOK4i12qyP0sbau6gfXr1VlKS1H/wPAAg6VKz92blz+oSlcpO2rWdfr1zh6lBWP2KNhklgnA6uvw+2E3Upqwh7vNnoyr9YdBEwxt/ue3+8flmXPPMXdjybtpzb33pywCAb8cYiVhuiB6zVDriXe/4NQCA0zPk/7ZtluM5Ipt/qkDk2Hk/tXrvKdrW7RQ1RYw+BQDoK/IclYxs1Q/z8wfkLzqf3m5SrhdOoKcUjXTXR+n3+6tP3sy20tz2Zp8AAAzh8oltxZCMrUYhxrN48oV4otk5HwQ2/iJ3UXl6Y383CJYfE0osLWU5f965hdf35ub9AIAvpdnGx+9mm70xZl637nwOAJDW1C2aaL+GnMpz+Tm9iyVeXiaxnTiamtajXOB6LO4bAgC8YNHf4+Y5E0baOVZxlXvpEmrJtgdUR0mPmvWsUG3XKc6TSkzlNCJEAc0b6Rdxeli6PT1FVJ9UpO/mGpHE+EHO6Re/8ywAoJzh/BvKcoA7O7mur+57p9+H/I28joNPcl7UTpPYdGT0iwAAr8514an8ev0yhE1GqzH0DvfjGjmXUsk7AACJPlqH9uxmhGSlSgSSGngLAOBN7/g4AMBZG/jUIrtol5g8/ncAgF5Rwt1yAyMBn98zBAD4yP3XAwDS/bRqXfUFjt3Rx4nqvYNMst2c5RzOOrx/s4o4NQm8H1GkdgpBsnC+hWn7mQf5oI/ewPtpN7ONd36X5AqD40GZkEuVEEGFEkoooYSyImVJCKruuZiqVRCR5tesCloR8cXMy97ck6HmUp2lPykRJ3LKpl7225qbNMSbfOPPKZKuasLDXhkCADgbqDUlVhERjLuMAauNMfos+iQ1IKtGm6n3nPKgFH3ivUIbrdUlVJQLImCq00RrfzhLzWVWPief/P4yK6vxxDzWbHkWN8TY1+pGanc/VAG3sgiLDKloZzftxd1tvKbhowEaPFFh5NNscQgA8JPXiT5mB+/F3OepnY4++E8AAH2dHM//JITRI1fBF7/6NwAWRtycW4xms7Ckxh6N+c4X3w8AOKlYv79VcbsT52lrOcWtl1HKHoXXWPL6PDlHPu2QNGbPO4cPypQ5EfJpulplEDSdv/QV+meqWzjm86LM+sJXiC7+7ge/BAB48rRKmGjQDEGv6dpvqv0/WtDVsl9l/soiJyPRpIPu7U3YkacF4uT2nwYA1J77EgBgapbafHeaaymSIvpZGydq3Duwxm9r/c3Mhxx8lZGAx87Q59RbJ1I6MTwEABjo5WOp52oOSGwV/aq1OtscHGIU5M4nvgkAePhlrt9yXb7xZvq4rHX0t1x3201+H7Z10Ncycgvv+9ynic4O7SMSqVaHtadB0svPMeXWZ5DPfRPtHtfzHb20agyflD++xnljRfl7i801m32J9yA3EfRp85R8zG1ELXeuIoqZKDBHcn2NC/v7v/HvAADvuPXdAIB/+CER1yrlkH39GUYtHiwzum9e5UbMKJj4632ykryn72a/D5lPkEDY6dNa6uI6qMkU8LnJ1x63GyKoUEIJJZRQVqQsrWAhLLiejTPyW7Spyl1GETxxvWZdj2/QRLuav4Vv9+v2B1nZx136e4zJ31RoeH6WuUk3Ran5r3qFb/T0Okbu9PSzjfJxZTRvYzxZfJiva2udoMAg+2Bt1WeVdLY3BASrR77JiJex2uLcksb0Fyz4vJx6bMpN4cbiTYiPU8u8YyM1qfszDwEA/m6a/eqO0o7/9g6OZ1crB745Pey39fBD1Jg6YkRX1Trt/dki9/nPM9RwfyTq+58Vkvy20IEBHMbifj7iAjNhflcOmU8tGJHvm2Jmj73ccNQV1P49wK268OqNV7JYgmrbpm9i67CCK25kejBztdazuOmKnEmnj3ASm8DBl6b5x88KKv2q9v+GlsEHhaS23KVim7/I7Yf+aXDO9ePLGje6ZLG9KJqqvbh9+90AgPc6nEfDM9Tu/3Yn/SXvbaefIZemZWM0RW1/Zu8Tflvfe3U3AODFYa7xssbXUQHD22IcqO491Ljv2EM0lr2NbAnjX2dU2+f2y/81yzU/p2i4NluMDBGulw93vRkAcKgS8KBknmb/fvxZ5vlVivTdnm+GWhafQ543f549li4eHLhWMyZm+Azs6XgfAOCeCNfqoy7H+K46ty/MfQEAUHY/AADY3BPM6dhJ+q1/vnKYbR8nIlyd4fPvqVl+fmLnYwCAb+ykNeMxj3NVZDXoUVT1vKxIZ/FSKJ8qDlq07pkc9H/qvf+fAQBObPsYAGBi90cAAJUEn2t1NyxYGEoooYQSyv9nsiQEVfU8DLs1PC+9uidLrSKp0ugFZXx3KhrHnTRRcnwfH7aDHKRGjWVCbWYKfGeWVD7+yElqUxvmGKVXmeD3LQlqT1EhKctWrsMu5UV16a09Sjs0NjKi0BsM8jKaxV93kWoJ/ucIlrfk+0xpBt/Y/yVU9xB63nQbNb5VcV2DetZsiakjysicLbJR/wOyfltlFVr70TGOhzPP367fz3GY050elNb+J7XFOV5GGkkTTLEBU17jmU4iM1voOHs05x/7x/UrW478nGIBiHpwK+ItPE/OkfEv2iZ731HJg4U+qIZDDYKqzsk+L65JU5r8SQUpGXv97ZqSH9LYqwoEtusetN6n/Ko/W8svIkQQydsCvkjv4TcWQbkoI1c/igPD9Bdt3/YrAIDDJ9nH8nH6PtHKSNS7t9wPADg4QY3+O9mAL/LQNNdeXhDTYNVm3Ytsgn/8RDchZjbNgcpUqLWf7OMa7jzA58uUxr9Xa/9Nq7nf7/6HfwEASPevBQAceGSP34e//PrDAIBKySCnhlw3M/MVrdaSIFKcKTZaBV672AkguRF45QQR0toOWoE6jjF384THdZSq05++Jc852lz+PADgG7ngifWmLK/tg2OchGadrhXge1nTZ1zfD4HnNL5jM9ursjgYrGPOYObybyeIkAciawEAf51/3u/DoBAfXvjy4guVP/z1SIigQgkllFBCWZGyZC6+Nsv27ZQnbb51+/WWbo2IO05v41QrP2cj1Fby2QaGXASZ+zGLWtAJm+/2iV5qk1d3MlLt9KtEUIkyNYWkMpwTvXyzOyeU73SdEFJJ7/63MsIEh6neWtsCjTS1j5pKVAZXzy9it5jpGucI7FoO6Yk5+PXV7bC/Q3tubuj7ugSiIcMXvFpo593XERW1pflL/LFRv62JYY6xyCcwNyEWckX53NXJe/HsGC9gRgzjV2mYNui4b5vkdrW7Rdf+VW0jH1bG/WeYiZ52gvG0L5xqdEXEchwkmloxPy/2wIuEYrrqbdRjzlK1fgGMrKYKvHT/eg0SCFAZt58g2ETTAxzkxD6ey/5N4lKrV0emiUpQ+TYAoEMFPgHAwvMLT33FJRVrxo6196JtlDGYBwapsbdt1BxUZNnJQ0MAgPZt9BOtvZqIqvZ4wB+SL5ioVH5uNui1iWOflg/poNZ47zjP8eM0P28cY2xpLMEBXlXkOM4Lzd/TTf+yl+Jx+SHu/7mvfdHvw9TIOBaKj5hUiM9ShQYrwojaZCv9KTPFf3nO8Xktkraj2JHpRq6Dz7TT+8nEMJ4Xd6X2W2WY9z36pnbUaK3oWeAb/ZaiT02G6ZC2OVkCJhtmTuPsNk9k43OqNfxu5vZ/L/Pc08Vd2r9xz8sjIYIKJZRQQgllRcqSEJTrAfOu679ts1UikKxQ0LRLTbFfPpO5E8xN2j1Nv8hwOYiE8d/r0hIiFt/IebGav3yI1tBbrqHduf1mIqMD3yJqiCTFS1dVpvpblV39XflErmakm/ddaq1Wv/JcDgTZzHGLx/YocmudUvpfkoZSaqi/1GpbmK4voy5bLcOZOIaDQ8pvqHC7TmqL4Qu+T2rEqed47SOnHgUAfG1PUOdmytDCm9LsQrOfeoZIonWe1/LB7dRWb5DNOmrxnv35jHQrDZ/vd9PlHtIXzX9Ojf6Y+piIBlPIqlwZrepCkmyP4NoPdOG5T05efGfAT0KqmOy3CyAuDSlqBc1Zoc9oj5j4x/n99do/c7/qFt3OMbLfY7ClsLHmJIqf57ZAhFy5tunS+n4FpDkTxZ239eDEZ/8cADD/FPs8to+MA6UZToQx1Qk69Bjnx/wG+p5SU4GPUqAdCc2u65McwHV9RIx3tnJc7H5F4CoSbZ3Dtb9nkk+eNhlJcqbeXFl5l03sS3KM/rJvPUH/2FvtoIrCsxnm/9XEahERpuiLkaPy1RwR38DmfwUAeMvdZPn+3J9eYJCWKOmYhduuiuLkEJ9x353k9iWtqbu03w6tuaimTQG88H21IMYuq6eTqcs2rzE+ZnL3LtIXs87dhm3jcWNuYdHvr0kM3yVseF5jfPC5JURQoYQSSiihrEhZckXdGCwY/W5ar9+DCm9KKMv4qN577eLbe0haVP0CLM7TYqOoxPjuflia2c0v0PZ979vJ/bTpVnV5DyNc6p3UjiIxZaz/I+Y24UV+bw0wQxoHxB7X3+mfM3qc5/wpcdzd00x/1yfr1Ab35mihNbFpLVbAQbcckohHsfHqHqxKUIN6tMxrVvqM7//xdMnPT3MsnpundjpVCKIi68YurWOOi8fvyCFqiAqQwq5/Q/1sw63Mzp/Z9WkAwOAv0F6fksrysKkvI4A6oNy3Qd1DKa/o3xIwRWO378x7w6Ql3oJ3rb8Pe+LUnsvFi2hqprTTBarbGj+pqS3lmRpm2r7rJ+m/+J3jvP6Ydoht5HHOnWJ31jxDXJZ/o0VGTi46X+LWNv9vEV2g/gY59hKIYQvW4vYHyETwg8GfBQAMToiDT8B7RP185MgQAKA+yO3IAotDWhPDrKFBof7xEa63+2u0sLRtJsq5qpnjdqybyPLqPs61vQNcEFua6K0p3sS6Q7fHaDU5fopRcZsm6buZ3xLkX/7eXfQlffZlWmYGnyMrRWsn+f2mhpl7te7nuE429S9/Pai4ncG61FuxYQvny5EpOjUrqsm2XWPpCrKfUR7kcVUqr9rBmqsrhzOqeZw/D3LyK2zrB/PgN1mhbXKcjmodnDHtBy3of9P+uRg2LrzwLZueMgcWavVL4+ULEVQooYQSSigrUpZWDwqAawEpvW2T4ozLC0HNuvpekXi781Sv9pbkezqXfV8v4pK0yZiY0uMKR3vsJKNuko9Qw4/O0ofyFtWLwgz5udAs7f1x2byTzDbHAWN/1u/HgtyhtDTd640yUOBb/WohQVWU8quvOt7yMnO5toVKIo7ErdSQbt1FzXpc6DGv4crprAdM7asY+1d3Atu6pUg/AwQqRpvRMPnxk4Os0hm5nhpkZQ/P3a7dTYyTLcLF25sY1RR5vzSo+6kFjXyU/sUHXgyyxC8AQq6YNDc34Z673onP3vIEAOD002TMds8DQcyUNCjJO8ccNbky53NP7ahwkK//JUWVfU/RoW8TxHLkc0ppDubM93Km1IyeaJyNAWthtIHh40qLFbEQ64nCLpLt4ea7fwcAsHf3HwAA4jO8/12OYWPhNbRG+LmMYI7G8rz+OUXgTpqI01mO18fn+Lx46zy3799KpHA4TQTUPMu27/3pewAAqWvJB9fUI66+sZ0AgI3XkG/u6jfTF3Vrtc/vQ36Uz4d9Q5zpu2Y41leDx8x7tPps2M510dkbx3JLCVEM1vqx7vp3AAC2isN059OM5h3SRPspmTP2g9QlsSYi63ItWHNensdMlzmG51uCCUVM3qNn97ye3R+RKcSTn65dEdi7dd9iYjW/WTllP3/yOIDAJ4ULnnWxeHU+w+uWhUv1ZoUIKpRQQgkllBUpS0JQEctClxOBJcQ0Kq3TUSRYi6LgjhuNU9F8edd4cQL8YTVAkarQV02G/USUbfa0KKtcGn1BFSRHmrh/82r6nmJHFK2XYPSWJzZe63bGwnlPi1G3bYFVVQjkjmnamZ/P8ZhblODiqZNHzHV6HoaX0cEyM2/hy89GUX2Rbb6o3K290pfHtN9OadilCMemPE7tpVpboIVcpFtmz+k2aopzWVbl3O89AgDIaTznZ9nQXVLuY2c4JnueJzrY9OmvAQDePcvoppHljGpcBqlXbGRPNqFd92zYMQZ9nxZ8sRgnz4XypS5yiavf/h4AgPOOdwAAKuOMAKum2bbjUIO3xd4NsW5bJkRygDk3yHLu1ueDxZFQQdfSWeRoV0bitoOr4i2IbiWjdud6rqPfaOa17Po4K8/eeQ2jaDe/nVwG/Wc4ex/Cm/y2fiVNa8fvv8AIwNM7iWLGBChXRcX31kXf08A2spwfL1Lzvv9t9BMl3/fLAIAE6DN+Zdf32LcjrLcVuYGDVv8h0fOXhp/2+5CcIlvLUc3vjpafAABU7yYKW2XtAACUTV5UV4AAl0vy1RienViDAzNs+3QL/ev5Znp+xsu0d3wmQ/7R6nbWs2qRRWrkUBC9O1Q1EceNPqLFUnfkTI5xrm2z2NaTFd7P/Tq+qEhsVzXx3ucQQd78v8h+Xr7/rWrxUtZ9Yw2zC1siziUhggollFBCCWVFytLyoOCh5NYQk1Y6IKdDi16Uwy41/7UR2i33KOokKnvnQtTkkzQYhoIGTqyUNPN1q/j5dtmCn1UI0IhNFcj6ITmytq8lCrKOE61FuuRTeFWacyc1CO9kkJfh6TrG89RY+j1qFU8L8Bndb1SIcZUFvHKugXmNUnZrGCyMIb+JfTujiLszBXagZNizZd8vF5SXVT8PGriAmF3/8R9/BgDwhRs+DwBwNtwOAHjnB2m/P/6XHIuyHGAK3sP2V/j9E1/+MABg3wUiMt9Q8ebhVp+EF+OYxuP0/xSrvO9n1VUyUU+vo/iXazFS1EpxDrp91MKtNrIqFIuctMkk72vlUZ4rzmLRsOImooljeupwgPJLbzBAtSwL0agd5MWlqIFn3s7qrp/7LaKZ3DRRypoMo98mXOZDfWhdUM02BkbVvb+Da/dVlwwPB2Y5PrEsx8uxiKCiO+4DALyr6wYAQCVCRJSskF/z8UfI0P0Xn2JdqJ1nWBtule79aIXWltoCishakmzea3t+EwBw27+iP+sf37cWAPDdEVonruonklifXP56UCW3iMO5V5E2PskorRnzMSLKiSp5DpMtjE6cHWd04lSB4zdVDdjZiyZX8yJ5TzUxo++3VMk8Q1S/Lcmo5iH5vXcLxRcVHfhijej1t1SR90KR2GcjpvPJpU/qEEGFEkoooYSyImXJUXyeZaFs2Arkc4rKF5JV5F2XIkISqpbbrzfmeD3QRureYnukLShVEwGe4ZKyXb5DI7fTdrylk/VcUlVqOru+S1v3ujlG5zXtEFIaE6LaaqL3jI8qeCdX91GTOyL+tWulHLxZZueiEOJ27Z/ygNj5h2bJkq16eHS0gtwxanpzeY6X2+DXKZpiTcugzJ0apmb0P9avBQD0Xs1YxakzqofULn9bVbyENcPyzeN/9t8ziqe2/Irlsshsvo6H92SRO0F7flX2/PMipGUom/zNz3Pu/eIHfg4AkLmXuWUFl/7PUpWacRSMnHTex/vtGWJ95bt4FXHTpQNGjrjo5EtvIFG8ZVkB44A06NJJrrv0nYzq7Af5BIuKjO236FcpLXDhxFxGo0VyvP7e6zg+0eNEWz0TbwcA1F2u8dg19HeU2jm+mewtAIDnFHkn+j/M3U/E+q75B9jfdcNqjz6cZ8d/7Pdh/TpWN151K/1ZHTbRSSXDeXD7WvqeUhleR+oyGAoqlRpOnRyD43A+1CJEn9Ui50lZPvu4GDIqqvtmuXyWJbpa/bbmi/K5F8/HAWG+5e9jYv8ZzzP37vmsrEgGbbqGPWdxO3X3UuJIz+1zej0SIqhQQgkllFBWpCwJQdUATHuuj5xaFEOvgDt4UqsHFHrkJagBZCuyf1YDLt2yqQmjl6yjtkxgU5egysbt5K1YtZ4nac7RcN+6mXlO1UO0keZOq0LkMSIoa4N8TSPKY1CUmnc4eKtHdM5WIaW4ObeQ3rzRAAyzgx3UR1oOqVbrmDiVRVUMEhfzgxg99iw/yhJEgVL42EZqwH31fwMAePTGvwcAHPoK/QATTbxn+RzHvaAoynFFEi0H8rgcEk87WH9TE/JfMvduaTpYY3QpcP5LjWiO/ts/5h9WhEzPGZv+Gdf9XwCAsQqZDZocMoDY4o+MxAmh6q6qPSv3ZKQWIChr+dNwliQeqFX7Fg9xZX71NPv6ziotFc0iIGzyuObdlGEJDwa0ooizNbrOXC9/e2/TuwAAHS1cw90tvOh8lVq9Pc38nwn5YlNDRAGz2xgx+O8z9/IE4jbc0MpnxmlFqj04+wt+HyLtbDs3r1zHaVpixmfpN++KsQ+rYvwct5ffVODW5pCb/C4sw1ZuK09ONapcMZTPZemLcmKcH3HxlTq9m/22lKaI3GEyp9SLDVBbEzqSUKR1mnNvTnMuJ0YHuy7mHXfxMy+Y+5ey3pcfboYIKpRQQgkllBUpS86D6ow66NCbMiXotEHUUFeJNK5ZiKpvDTWfzWnucPSlAEG9ME2EU9Eb3rBTeDG23RLh5+xxHnP0Zcbr1xOqGKu8p/QWniMzSzu1pwJHnvKqrBtp58VORUptMVWWAGsfNZZNVfbbEW9bk6k3I0TYJOXh0bqHZXUFeIBXt4K6UyaXwU/NWRzZ6Bd7fQ2KiqVGM3E28rEf8kraTn8SABCpEgWUrqaGpfIvKCvSqJqVBm38Jq8HQF1qsM9rkJgXxeraajRFGQk27SibzICShnNaPsOy+XnBDj7LhD42HNuqsVzdQd9KdpxRaU7kWQCAneB8qjvMEZqYIxtDStWgk3Gui4jNiKr5LNnq462BjyFqj+ENFY+VhE3lYU+kjj/3ACvN1hVRGomIsT1ixpPbhVGIJWnnUzVefzpJ9b+jn8euTor3TlGzVo3jMxUlc4Kb5XHl9Zyjdzav5f6i+46bPKo4nwEDitKNdwYLZrLKv/OqSpsS117d5vcHVc16rVlzzvIjKM914RXy8BQ17NZpDbLErG7WfaVM65BTpA8KET7Lomhd2BgAINbMOVSpDi9qw1GV5rZ2+goTbVwX9TjnZGTtvgQrAAAPw0lEQVSSvtrCVqLOwsvMVSuWFSVdNwwhZhHovAuH5TJaU0IEFUoooYQSyoqU8AUVSiihhBLKipSlhZl7HlzXxQZxu68T7L9KMHisqAJtNqFqRCSQAwMM97w7FRRisxRSPa4oidVixB8W8WZvnCanQxOE970jNH98TwX4fqaPXe/sIUTPPEDI6n2P+3sdctb+iE5Qy6bTv244TgCUFQPrKYa6WREQUzIDmN5+SX1MYJndgK6HeqkGT+37lKEaV9eganexrckTDYm3kJ31IjA7ofD6932I47RrD013h5/heK3tpA3sp9cx9Pdb/QzlHR3k9xUFlPhlPV4HrLdkEvYuQ+i05c0jVn8KTS5NwT1JzoNRBerU/TuoNAaNcZOcyAkEpQwm/RB1pVOIubWs+VKXvePvz9B092GFKB/+4RAAYNPtNK8M9H0QAOBEuV92iqZlT4nsr85zrGNzHJD/8kwQ0jtranxaizZXLEbFg4ca6v41p0UeGhVFVFymPcuMqyatshRQXbBgTpulV+Da7qRlFH0yydV0UfUq2y6LtLktTrNUrp2NXad7ZErBRLVeTPqLseaqWdiRINbdEo1Yh+qbdivQpTPDfaZUlt7E1tiXY5w9F2694FPGmZVvizLO0rPPke3fUWhWVCbB8mxQqsIq6jln0yYf1bHGJBdLcgzT3bovGqP8aZLMtq+h2XB1nAm7g0mmkdi1iNrReRzzrDybJMDzgqCe81zwRX4/v4QIKpRQQgkllBUpS0JQjsWy5z3SmnpEB5/UW/UqJbvlFE5akRabEk/rB24IgrTffZJOvbxCR2M9fPO/XOExT45SWxiQP9At0JF4TMlqg6e4/ypRktgp0p+4d1E7rT1H7dcF27MHRfW+oER5QTw+wyr53isNprlFhRdn2MaUFIApAAH+ev3ieYBb9XwFwyRBukJKtrRUK2q0F/bTiSsJORZoJm6Vv1l1aTMKk7XkkPZS1EIRZdrxwG3UvF45/G0AwIlJavv3/fIGAMB7385k0wd/9xcBANNPHteJLqQtGd4qnVvJfV5Dkt/lQE5G8tUado5OIZ402ig1S8so0VIA7SAqAgDQ30J1/ufuWu+39cMyA28O7TkGAIinOffmNQZ1OdqLe5SmsJVzMpfiHJyaULDNAFGpHfl9AIDTxbF96RCpe774FZ7n5QPs3Jmg2gbcIK6Ix8YMqfLicGAjlvd69NWzxQVQrFuIagAr6lClzL5mUgZxcq7WlaxfrjWkagDoFXmuiap2dRNcc29MdJDImiN6PHl6RnTYnKMyIKBkAqtkgShr/s2VuP+4ina2LlDDaz7tGveZEhFzk9pwEjznjBJaa+XLAKE8D16tBsvWs0iJuYZ6zdEFGl4Dd46Jy16CNFP16mm/KceidcqQxCIqu4/acKMmZJ9wM1rl/cpn+Vx0j3LORm9jX2697WMAgOcOfovtqPRJWc9fU62z7voFfGBbQm1mTdXNZb7+hR4iqFBCCSWUUFakLNEHxRDJDY5KYqhmVUpv77w0l35lvI6epvaayPJNGjsRIKieVqGtWapPGTmh2mrc5zoVJHxujJhFbDFoFxnsLW+jRpB8Uy+7Ju2q+ijP6YwzPLc8rHL0Qh+1UoAAItL2DslQvkHf22W2dUqfH9G2zfPLHi6PWKCmI7u9MUmbBD5TztmyDSGkjlOob2JNEDIfrTHc3s2ReLOjnbe2VuK23Etbc+TnbwMAbPRoc979GMkzf+YmUuPu+I2/BABUarwvZdm9vfp5kNPCREZfA2Z/nSTvZb1QVBvmAs11Ln+keTwZxcYtvThzt6hd/g+dOE5WCFoMvJavmrEz+QRRTHl81G/rjhuI8ss90lIPMYS39A6Oaf4VjsnpB6S5ixT20E5e1S2/riTJyIMAAM8jEjt0jPRSf/cfuP8XBE6j4/JFLlD5nbihnNJv+slplp9yTnND31vu8vqnap6HcbeGjOZiq8N7WtXaKYiGy9Y8qamoZlah3249uJakUkgcWQiU8+uXs7f9uH4hCflgXM1FUzklIp+3yQWel+pe1PPnaIHHlRQiPbNgjrYoCdqSX6pZ5X1qQgHuJJ8vg1XO2fbL4uzziETcxT4oy1hQymac+ICt6N7XCkzchRM8tusO57Wrh0dSY1PXfYoKnaVbVdxdxTJjCT4PbtlOyqe/+HMmlQ9P8Qn3S7/HdTD8qJCUZ8gElCy8oBClZfi4ZEmre0JXKj4LJRibdA3b87CwUtCFJERQoYQSSiihrEhZEoJKW8BtURstsotnREUfn+cbMi5fiUnuWi0tz84r6atzQcFCkRu2b6YmD5U9Hhjg27gnyZNs6qVvwH2CCWXru9jlNZsU6XIjqY+8rz8DAIh1UWN2T7JP0W6Rxw7zrR7NBFFaTpznuLXE76aF9Fpkh+4QXOrX2/4AlhdB2TaQzNg+OWwpu9gx4lMuNkTxWfNClWcC304mzr/vv4P+jkiekT5PDCrjVhrvB9eQ1HOtQxv0+r8kbvzIut8CAMRkF//RX7FA3fjOkxe+iEV13uuLNrXKeVDXud0nyyLl+RqOPTeBsSE6copCzJ4PT80YG3QjbX2Wnd61N7DvxwqMcLT72dNtN3CetG4jwp7YQdT1K+2knpnZRZqoNu0fb+9WSyIBniet1B/9KX1UT/xI911dM0mtVnGBetngKzOlI6Tww7gx/CC6ZR5Uy7MQrVlIqHBdzDF+Uv5eF7I2/pKK8acoyba+AHmXxQ2VthcjBwNSlC+PuPnZ+GQMsmhIYK8ZJCZ0N+wjEK7rklBSOR94jkspXsc1svK0t7BPzer/hAoU9o/Jv2gFSGG5xfOpyzhGrkFS8t3UzCA3Ju7Xguuplhc/GypKzI208KDWVvqt7vtHJOK9ppUJ1k9WnwIA/IttHwIA5Oe4zv/4I/8RAHBsL+m5fKvHBcSq8alofFCW6bC9ODrRIGPLrQVRnxeREEGFEkoooYSyImVpZLEeMFmu+3QmXlnaktS2mt62CYEUKyvbo16D9ZF8cOKktKfdovloU5z+ELWhqCIC0UNtyCly2yrt0n6Z2mvtlGykp4gU5lVOokmIoaZihE6M3xcWhOElZd9vl6YWSfKcLwmhGNv2iNTXVguYX0YNNRYD1q7y0E4zMgalHedkwpWLz1f6jUIVMbb4XBAls7VKLWXHcSLNn3zbNQCA7iodHI/u4tj/9p8xSufXN5JoszBBjevEV/8GAPDJ778fAPD5A7JtvxaVvCFn5yzEZNSiy1DKwEYZae8opk7zbC0aNJnefXJicQcjpTkQqXB+DS+cH69qDE5y7mzTPMkpp6RbJbu/rzG+TxCoe43yeuboY8qV7gYAPPS79EE9/jVFuapPZlwiZtwWuPUS+rKsDt/Sx8V1QlC+MM1GssZPOeUtqw/KsYHWmIWYfBC2Q8RhShjGpCUbH0hU0aMxrT93gb9EKTmImnI8UqwdqwEmyo9iyQdlxXQO01CDrzahPrQLQdlxRRnL55VKpv0+ZOQb61Q/DdF1RA+pekW0Sc08plK7HCGnFmzbRkQ5Za5lyIL1vJR/J6qxqwsupzVgVS8I7ayUOGFrPlJl/6uKQJ6cYQj1Q/+NNFxdQvXTdc7NJydY9HEuK/Lt81k9zrqCYJI6WhepCK1VToq+8UycYzgnyqa6xtKtuH5Zj4tJiKBCCSWUUEJZkbIkBGUDiFuAyB4CpCQ7aNSogCYqR9FmUFSNk1xgz1WJCSsmuDAmDaxdyEoRTREVb7NHuX9bp9o4QhXS6lVUSVYks+vUh+PcJjp1nmm2l1ngBytK+zQ5D13SXDYqD2psjsduFIqY8DyMLqN22pYE3nOdhe0HTfQWv08okOwbBIm4Rlr+QyY4xlqMVAHgvWlewz2eCjdmmSn+Gx9mMbcP/DIjgP7kD1gc7aP/hWXKq9JS/6JOH15en7ukIc2KNURmflS8xawXC4cj0Hasxfs45nqFQIyPquT67AHLJflKHc+dmkPaRGsq/atb5RUmlRd2U8wgK0WjKR8m5wV+PVMELi5kLU5PPNgmktNrGUHqRqgxJjYzOq8oBDD9bbKe/LjIAwdeERJXn+aEgoyOntFqrC2MjDSKpsh6mxUZ+eDPMwrr3nXUiI941FK//KlTePHUpWnBlyKeB1TrFhLKbXNhogm1To1fVMlMnmWiCuV/WHB/XYNSjK/IaOGNbh5zjHHBmMeKccEo509Dglk9kMaV11jMcWCTQlJ5J0BBs4oqnAEXU8wmOumWb7uq3yeFqNtrS67pelGxHRvJdBrxGCeC8dvFdIGplEhhzTCo3EavttesavPbOlCkz/T0MW7n9Fw1/rpykc+D4gR9zrOjRFSmgGFg3WhMqFtM+mtuQqvQUl/TgL/rewZIyzHTvoXXk2ME9aBHBFX1hgAAR6Y55sWZUZRr2XMNzVkSIqhQQgkllFBWpCxJPXBtoJiwMdbglxD9k5/dntJnk2wskzPqhUA7NdnStVnDmqBscEXPxMSSUD0oZKVTVoR6YqpsWJMaZSuBuiY3V1RIoD4pTU59Lo0H2lRVmtyTQoBvlh0/ojaTOscaHdIHCyeWMfYslrJw1fVRnNwtVVpN36e7YsDeA+Icm1Tix7Viw3gkF2jKL09R43tsip29dz89WE8/9DAA4LBs63uECgwhhNFQZnVyBWbiet2zDWILOalcsVcr4qVbDI4B+MF7KBpXgj6bciJF5XdUa8s3ho3S0dmMD/3Sffj71Sp2N8hovjlt9x4lmlm/jlrqzDTHbYQKJrL5IEM+KpRVEMaZ17zYf4Rje1MTr3B/ivb8g3/D69v5KvebfZ7bITkTt+o+RsSv16T7XDCciwalLhgf455Rug4eG9G5/oITvfYubptKnEO9URvRc1VdfI3iei5KtRIi9uKiiob3Lubvp5wly/8CAFBacC1VA8PNRJfFJSmt3DLMEPrZf1rIcVipm3xLFfTTnJ7Mc89ZFdMcV26WV6F/5kw2iL31CrwZuRn+1ttE9PvmLWJp0Hw/cYq/d8QupdT50sSyLcRScd/v5TpERM1xIvPmNPvU78nfp8i8qxPcry0V+KDaVarl8Wb2N14m0p2tEr27Cq+siPfRIKWGQErfpxhRkdlVLSzP0aHo4K4Mz91js/1NnrnzQCLGOTGToy92tECmm6LNTNKifPlukdGrToCdLyohggollFBCCWVFinWxMuOLdrasCQAnLrrj/9+yxvO8ruVoKBxPAMs4nkA4ppJwji6/hGO6vHJJ47mkF1QooYQSSiihXCkJTXyhhBJKKKGsSAlfUKGEEkoooaxICV9QoYQSSiihrEgJX1ChhBJKKKGsSAlfUKGEEkoooaxICV9QoYQSSiihrEgJX1ChhBJKKKGsSAlfUKGEEkoooaxICV9QoYQSSiihrEj5vyfmvhsJekD3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 22/100, d_loss=0.165, g_loss=0.226                                                                                                                         \n",
      "epoch = 23/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 24/100, d_loss=0.178, g_loss=4.787                                                                                                                         \n",
      "epoch = 25/100, d_loss=0.164, g_loss=15.382                                                                                                                        \n",
      "epoch = 26/100, d_loss=0.163, g_loss=16.117                                                                                                                        \n",
      "epoch = 27/100, d_loss=0.267, g_loss=3.686                                                                                                                         \n",
      "epoch = 28/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 29/100, d_loss=0.164, g_loss=1.400                                                                                                                         \n",
      "epoch = 30/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 31/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 32/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 33/100, d_loss=0.175, g_loss=4.533                                                                                                                         \n",
      "epoch = 34/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 35/100, d_loss=0.164, g_loss=1.335                                                                                                                         \n",
      "epoch = 36/100, d_loss=0.165, g_loss=4.022                                                                                                                         \n",
      "epoch = 37/100, d_loss=0.163, g_loss=6.743                                                                                                                         \n",
      "epoch = 38/100, d_loss=0.167, g_loss=11.177                                                                                                                        \n",
      "epoch = 39/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 40/100, d_loss=0.167, g_loss=16.118                                                                                                                        \n",
      "epoch = 41/100, d_loss=0.179, g_loss=0.120                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 42/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 43/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 44/100, d_loss=0.169, g_loss=13.677                                                                                                                        \n",
      "epoch = 45/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 46/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 47/100, d_loss=0.164, g_loss=16.118                                                                                                                        \n",
      "epoch = 48/100, d_loss=0.163, g_loss=0.492                                                                                                                         \n",
      "epoch = 49/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 50/100, d_loss=0.185, g_loss=10.929                                                                                                                        \n",
      "epoch = 51/100, d_loss=0.343, g_loss=15.060                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 52/100, d_loss=0.173, g_loss=10.406                                                                                                                        \n",
      "epoch = 53/100, d_loss=0.178, g_loss=7.863                                                                                                                         \n",
      "epoch = 54/100, d_loss=0.170, g_loss=9.903                                                                                                                         \n",
      "epoch = 55/100, d_loss=0.178, g_loss=10.376                                                                                                                        \n",
      "epoch = 56/100, d_loss=0.317, g_loss=3.545                                                                                                                         \n",
      "epoch = 57/100, d_loss=0.166, g_loss=11.222                                                                                                                        \n",
      "epoch = 58/100, d_loss=0.170, g_loss=7.076                                                                                                                         \n",
      "epoch = 59/100, d_loss=0.171, g_loss=10.416                                                                                                                        \n",
      "epoch = 60/100, d_loss=0.208, g_loss=15.022                                                                                                                        \n",
      "epoch = 61/100, d_loss=0.189, g_loss=8.899                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 62/100, d_loss=0.171, g_loss=13.160                                                                                                                        \n",
      "epoch = 63/100, d_loss=0.166, g_loss=11.635                                                                                                                        \n",
      "epoch = 64/100, d_loss=0.169, g_loss=9.988                                                                                                                         \n",
      "epoch = 65/100, d_loss=0.169, g_loss=5.694                                                                                                                         \n",
      "epoch = 66/100, d_loss=0.172, g_loss=4.253                                                                                                                         \n",
      "epoch = 67/100, d_loss=0.180, g_loss=7.056                                                                                                                         \n",
      "epoch = 68/100, d_loss=0.171, g_loss=9.587                                                                                                                         \n",
      "epoch = 69/100, d_loss=0.165, g_loss=9.276                                                                                                                         \n",
      "epoch = 70/100, d_loss=0.184, g_loss=7.424                                                                                                                         \n",
      "epoch = 71/100, d_loss=0.193, g_loss=7.005                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 72/100, d_loss=0.227, g_loss=5.663                                                                                                                         \n",
      "epoch = 73/100, d_loss=0.197, g_loss=7.890                                                                                                                         \n",
      "epoch = 74/100, d_loss=0.167, g_loss=8.998                                                                                                                         \n",
      "epoch = 75/100, d_loss=0.204, g_loss=6.282                                                                                                                         \n",
      "epoch = 76/100, d_loss=0.290, g_loss=5.317                                                                                                                         \n",
      "epoch = 77/100, d_loss=0.181, g_loss=9.622                                                                                                                         \n",
      "epoch = 78/100, d_loss=0.178, g_loss=6.169                                                                                                                         \n",
      "epoch = 79/100, d_loss=0.202, g_loss=7.243                                                                                                                         \n",
      "epoch = 80/100, d_loss=0.227, g_loss=5.234                                                                                                                         \n",
      "epoch = 81/100, d_loss=0.167, g_loss=11.915                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 82/100, d_loss=0.197, g_loss=9.442                                                                                                                         \n",
      "epoch = 83/100, d_loss=0.173, g_loss=5.411                                                                                                                         \n",
      "epoch = 84/100, d_loss=0.168, g_loss=8.605                                                                                                                         \n",
      "epoch = 85/100, d_loss=0.165, g_loss=6.293                                                                                                                         \n",
      "epoch = 86/100, d_loss=0.173, g_loss=8.321                                                                                                                         \n",
      "epoch = 87/100, d_loss=0.179, g_loss=8.046                                                                                                                         \n",
      "epoch = 88/100, d_loss=0.366, g_loss=15.598                                                                                                                        \n",
      "epoch = 89/100, d_loss=0.170, g_loss=6.308                                                                                                                         \n",
      "epoch = 90/100, d_loss=0.166, g_loss=5.528                                                                                                                         \n",
      "epoch = 91/100, d_loss=0.201, g_loss=3.448                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 92/100, d_loss=0.172, g_loss=7.939                                                                                                                         \n",
      "epoch = 93/100, d_loss=0.172, g_loss=12.621                                                                                                                        \n",
      "epoch = 94/100, d_loss=0.193, g_loss=11.150                                                                                                                        \n",
      "epoch = 95/100, d_loss=0.178, g_loss=6.047                                                                                                                         \n",
      "epoch = 96/100, d_loss=0.209, g_loss=5.722                                                                                                                         \n",
      "epoch = 97/100, d_loss=0.180, g_loss=12.926                                                                                                                        \n",
      "epoch = 98/100, d_loss=0.165, g_loss=4.135                                                                                                                         \n",
      "epoch = 99/100, d_loss=0.168, g_loss=9.283                                                                                                                         \n",
      "epoch = 100/100, d_loss=0.188, g_loss=7.892                                                                                                                         \n",
      "epoch = 101/100, d_loss=0.176, g_loss=5.420                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 100\n",
    "batch_size = 32\n",
    "smooth = 0.1\n",
    "latent_dim = 100\n",
    "\n",
    "real = np.ones(shape=(batch_size, 1))\n",
    "fake = np.zeros(shape=(batch_size, 1))\n",
    "\n",
    "d_loss = []\n",
    "d_g_loss = []\n",
    "\n",
    "for e in range(epochs + 1):\n",
    "    for i in range(len(X_train) // batch_size):\n",
    "        \n",
    "        # Train Discriminator weights\n",
    "        discriminator.trainable = True\n",
    "        \n",
    "        # Real samples\n",
    "        X_batch = X_train[i*batch_size:(i+1)*batch_size]\n",
    "        real_labels = to_categorical(y_train[i*batch_size:(i+1)*batch_size].reshape(-1, 1), num_classes=10)\n",
    "        \n",
    "        d_loss_real = discriminator.train_on_batch(x=[X_batch, real_labels],\n",
    "                                                   y=real * (1 - smooth))\n",
    "        \n",
    "        # Fake Samples\n",
    "        z = np.random.normal(loc=0, scale=1, size=(batch_size, latent_dim))\n",
    "        random_labels = to_categorical(np.random.randint(0, 10, batch_size).reshape(-1, 1), num_classes=10)\n",
    "        X_fake = generator.predict_on_batch([z, random_labels])\n",
    "        \n",
    "        d_loss_fake = discriminator.train_on_batch(x=[X_fake, random_labels], y=fake)\n",
    "         \n",
    "        # Discriminator loss\n",
    "        d_loss_batch = 0.5 * (d_loss_real[0] + d_loss_fake[0])\n",
    "        \n",
    "        # Train Generator weights\n",
    "        discriminator.trainable = False\n",
    "        \n",
    "        z = np.random.normal(loc=0, scale=1, size=(batch_size, latent_dim))\n",
    "        random_labels = to_categorical(np.random.randint(0, 10, batch_size).reshape(-1, 1), num_classes=10)\n",
    "        d_g_loss_batch = d_g.train_on_batch(x=[z, random_labels], y=real)\n",
    "   \n",
    "        print(\n",
    "            'epoch = %d/%d, batch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, i, len(X_train) // batch_size, d_loss_batch, d_g_loss_batch[0]),\n",
    "            100*' ',\n",
    "            end='\\r'\n",
    "        )\n",
    "    \n",
    "    d_loss.append(d_loss_batch)\n",
    "    d_g_loss.append(d_g_loss_batch[0])\n",
    "    print('epoch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, d_loss[-1], d_g_loss[-1]), 100*' ')\n",
    "\n",
    "    if e % 10 == 0:\n",
    "        samples = 10\n",
    "        z = np.random.normal(loc=0, scale=1, size=(samples, latent_dim))\n",
    "        labels = to_categorical(np.arange(0, 10).reshape(-1, 1), num_classes=10)\n",
    "        \n",
    "        x_fake = generator.predict([z, labels])\n",
    "        x_fake = np.clip(x_fake, -1, 1)\n",
    "        x_fake = (x_fake + 1) * 127\n",
    "        x_fake = np.round(x_fake).astype('uint8')\n",
    "\n",
    "        for k in range(samples):\n",
    "            plt.subplot(2, 5, k + 1, xticks=[], yticks=[])\n",
    "            plt.imshow(x_fake[k])\n",
    "            plt.title(class_names[k])\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Evaluate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-08T00:30:21.230221Z",
     "start_time": "2018-08-08T00:30:20.587106Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the metrics\n",
    "plt.plot(d_loss)\n",
    "plt.plot(d_g_loss)\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Discriminator', 'Adversarial'], loc='center right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "* [Conditional Generative Adversarial Nets](https://arxiv.org/pdf/1411.1784.pdf)\n",
    "* [How to Train a GAN? Tips and tricks to make GANs work](https://github.com/soumith/ganhacks)\n",
    "* [The CIFAR-10 dataset](https://www.cs.toronto.edu/%7Ekriz/cifar.html)\n",
    "* [Keras-GAN](https://github.com/eriklindernoren/Keras-GAN)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
